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e0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%3Bsrc%3Aurl%28data%3Aapplication%2Fvnd%2Ems%2Dfontobject%3Bbase64%2Cn04AAEFNAAACAAIABAAAAAAABQAAAAAAAAABAJABAAAEAExQAAAAAAAAAAIAAAAAAAAAAAEAAAAAAAAAJxJ%2FLAAAAAAAAAAAAAAAAAAAAAAAACgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAAAADgBSAGUAZwB1AGwAYQByAAAAeABWAGUAcgBzAGkAbwBuACAAMQAuADAAMAA5ADsAUABTACAAMAAwADEALgAwADAAOQA7AGgAbwB0AGMAbwBuAHYAIAAxAC4AMAAuADcAMAA7AG0AYQBrAGUAbwB0AGYALgBsAGkAYgAyAC4ANQAuADUAOAAzADIAOQAAADgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzACAAUgBlAGcAdQBsAGEAcgAAAAAAQlNHUAAAAAAAAAAAAAAAAAAAAAADAKncAE0TAE0ZAEbuFM3pjM%2FSEdmjKHUbyow8ATBE40IvWA3vTu8LiABDQ%2BpexwUMcm1SMnNryctQSiI1K5ZnbOlXKmnVV5YvRe6RnNMFNCOs1KNVpn6yZhCJkRtVRNzEufeIq7HgSrcx4S8h%2Fv4vnrrKc6oCNxmSk2uKlZQHBii6iKFoH0746ThvkO1kJHlxjrkxs%2BLWORaDQBEtiYJIR5IB9Bi1UyL4Rmr0BNigNkMzlKQmnofBHviqVzUxwdMb3NdCn69hy%2BpRYVKGVS%2F1tnsqv4LL7wCCPZZAZPT4aCShHjHJVNuXbmMrY5LeQaGnvAkXlVrJgKRAUdFjrWEah9XebPeQMj7KS7DIBAFt8ycgC5PLGUOHSE3ErGZCiViNLL5ZARfywnCoZaKQCu6NuFX42AEeKtKUGnr%2FCm2Cy8tpFhBPMW5Fxi4Qm4TkDWh4IWFDClhU2hRWosUWqcKLlgyXB%2BlSHaWaHiWlBAR8SeSgSPCQxdVQgzUixWKSTrIQEbU94viDctkvX%2BVSjJuUmV8L4CXShI11esnp0pjWNZIyxKHS4wVQ2ime1P4RnhvGw0aDN1OLAXGERsB7buFpFGGBAre4QEQR0HOIO5oYH305G%2BKspT%2FFupEGGafCCwxSe6ZUa%2B073rXHnNdVXE6eWvibUS27XtRzkH838mYLMBmYysZTM0EM3A1fbpCBYFccN1B%2FEnCYu%2FTgCGmr7bMh8GfYL%2BBfcLvB0gRagC09w9elfldaIy%2FhNCBLRgBgtCC7jAF63wLSMAfbfAlEggYU0bUA7ACCJmTDpEmJtI78w4%2FBO7dN7JR7J7ZvbYaUbaILSQsRBiF3HGk5fEg6p9unwLvn98r%2BvnsV%2B372uf1xBLq4qU%2F45fTuqaAP%2BpssmCCCTF0mhEow8ZXZOS8D7Q85JsxZ%2BAzok7B7O%2Ff6J8AzYBySZQB%2FQHYUSA%2BEeQhEWiS6AIQzgcsDiER4MjgMBAWDV4AgQ3g1eBgIdweCQmCjJEMkJ%2BPKRWyFHHmg1Wi%2F6xzUgA0LREoKJChwnQa9B%2B5RQZRB3IlBlkAnxyQNaANwHMowzlYSMCBgnbpzvqpl0iTJNCQidDI9ZrSYNIRBhHtUa5YHMHxyGEik9hDE0AKj72AbTCaxtHPUaKZdAZSnQTyjGqGLsmBStCejApUhg4uBMU6mATujEl%2BKdDPbI6Ag4vLr%2BhjY6lbjBeoLKnZl0UZgRX8gTySOeynZVz1wOq7e1hFGYIq%2BMhrGxDLak0PrwYzSXtcuyhXEhwOYofiW%2BEcI%2Fjw8P6IY6ed%2BetAbuqKp5QIapT77LnAe505lMuqL79a0ut4rWexzFttsOsLDy7zvtQzcq3U1qabe7tB0wHWVXji%2BzDbo8x8HyIRUbXnwUcklFv51fvTymiV%2BMXLSmGH9d9%2BaXpD5X6lao41anWGig7IwIdnoBY2ht%2FpO9mClLo4NdXHAsefqWUKlXJkbqPOFhMoR4aiA1BXqhRNbB2Xwi%2B7u%2FjpAoOpKJ0UX24EsrzMfHXViakCNcKjBxuQX8BO0ZqjJ3xXzf%2B61t2VXOSgJ8xu65QKgtN6FibPmPYsXbJRHHqbgATcSZxBqGiDiU4NNNsYBsKD0MIP%2FOfKnlk%2FLkaid%2FO2NbKeuQrwOB2Gq3YHyr6ALgzym5wIBnsdC1ZkoBFZSQXChZvlesPqvK2c5oHHT3Q65jYpNxnQcGF0EHbvYqoFw60WNlXIHQF2HQB7zD6lWjZ9rVqUKBXUT6hrkZOle0RFYII0V5ZYGl1JAP0Ud1fZZMvSomBzJ710j4Me8mjQDwEre5Uv2wQfk1ifDwb5ksuJQQ3xt423lbuQjvoIQByQrNDh1JxGFkOdlJvu%2FgFtuW0wR4cgd%2BZKesSV7QkNE2kw6AV4hoIuC02LGmTomyf8PiO6CZzOTLTPQ%2BHW06H%2Btx%2BbQ8LmDYg1pTFrp2oJXgkZTyeRJZM0C8aE2LpFrNVDuhARsN543%2FFV6klQ6Tv1OoZGXLv0igKrl%2FCmJxRmX7JJbJ998VSIPQRyDBICzl4JJlYHbdql30NvYcOuZ7a10uWRrgoieOdgIm4rlq6vNOQBuqESLbXG5lzdJGHw2m0sDYmODXbYGTfSTGRKpssTO95fothJCjUGQgEL4yKoGAF%2F0SrpUDNn8CBgBcSDQByAeNkCXp4S4Ro2Xh4OeaGRgR66PVOsU8bc6TR5%2FxTcn4IVMLOkXSWiXxkZQCbvKfmoAvQaKjO3EDKwkwqHChCDEM5loQRPd5ACBki1TjF772oaQhQbQ5C0lcWXPFOzrfsDGUXGrpxasbG4iab6eByaQkQfm0VFlP0ZsDkvvqCL6QXMUwCjdMx1ZOyKhTJ7a1GWAdOUcJ8RSejxNVyGs31OKMyRyBVoZFjqIkmKlLQ5eHMeEL4MkUf23cQ%2F1SgRCJ1dk4UdBT7OoyuNgLs0oCd8RnrEIb6QdMxT2QjD4zMrJkfgx5aDMcA4orsTtKCqWb%2FVeyceqa5OGSmB28YwH4rFbkQaLoUN8OQQYnD3w2eXpI4ScQfbCUZiJ4yMOIKLyyTc7BQ4uXUw6Ee6%2FxM%2B4Y67ngNBknxIPwuppgIhFcwJyr6EIj%2BLzNj%2FmfR2vhhRlx0BILZoAYruF0caWQ7YxO66UmeguDREAFHYuC7HJviRgVO6ruJH59h%2FC%2FPkgSle8xNzZJULLWq9JMDTE2fjGE146a1Us6PZDGYle6ldWRqn%2FpdpgHKNGrGIdkRK%2BKPETT9nKT6kLyDI8xd9A1FgWmXWRAIHwZ37WyZHOVyCadJEmMVz0MadMjDrPho%2BEIochkVC2xgGiwwsQ6DMv2P7UXqT4x7CdcYGId2BJQQa85EQKmCmwcRejQ9Bm4oATENFPkxPXILHpMPUyWTI5rjNOsIlmEeMbcOCEqInpXACYQ9DDxmFo9vcmsDblcMtg4tqBerNngkIKaFJmrQAPnq1dEzsMXcwjcHdfdCibcAxxA%2Bq%2Fj9m3LM%2FO7WJka4tSidVCjsvo2lQ%2F2ewyoYyXwAYyr2PlRoR5MpgVmSUIrM3PQxXPbgjBOaDQFIyFMJvx3Pc5RSYj12ySVF9fwFPQu2e2KWVoL9q3Ayv3IzpGHUdvdPdrNUdicjsTQ2ISy7QU3DrEytIjvbzJnAkmANXjAFERA0MUoPF3%2F5KFmW14bBNOhwircYgMqoDpUMcDtCmBE82QM2YtdjVLB4kBuKho%2FbcwQdeboqfQartuU3CsCf%2BcXkgYAqp%2F0Ee3RorAZt0AvvOCSI4JICIlGlsV0bsSid%2FNIEALAAzb6HAgyWHBps6xAOwkJIGcB82CxRQq4sJf3FzA70A%2BTRqcqjEMETCoez3mkPcpnoALs0ugJY8kQwrC%2BJE5ik3w9rzrvDRjAQnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW%2FWDHA60cYFaI%2FPjpzquUqdaYGcIq%2BmLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC%2B1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A%2BP%2FoFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E%2FvwOiKxRtCWsDM%2BeTHUrmwrCK5BIfMzGkD%2B0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3%2FkFutpQGNc3pCR7gvC4sgwbupDu3DyEN%2BW6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc%2Bh1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%20format%28%27embedded%2Dopentype%27%29%2Curl%28data%3Aapplication%2Ffont%2Dwoff%3Bbase64%2Cd09GRgABAAAAAFuAAA8AAAAAsVwAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAABGRlRNAAABWAAAABwAAAAcbSqX3EdERUYAAAF0AAAAHwAAACABRAAET1MvMgAAAZQAAABFAAAAYGe5a4ljbWFwAAAB3AAAAsAAAAZy2q3jgWN2dCAAAAScAAAABAAAAAQAKAL4Z2FzcAAABKAAAAAIAAAACP%2F%2FAANnbHlmAAAEqAAATRcAAJSkfV3Cb2hlYWQAAFHAAAAANAAAADYFTS%2FYaGhlYQAAUfQAAAAcAAAAJApEBBFobXR4AABSEAAAAU8AAAN00scgYGxvY2EAAFNgAAACJwAAAjBv%2B5XObWF4cAAAVYgAAAAgAAAAIAFqANhuYW1lAABVqAAAAZ4AAAOisyygm3Bvc3QAAFdIAAAELQAACtG6o%2BU1d2ViZgAAW3gAAAAGAAAABsMYVFAAAAABAAAAAMw9os8AAAAA0HaBdQAAAADQdnOXeNpjYGRgYOADYgkGEGBiYGRgZBQDkixgHgMABUgASgB42mNgZulmnMDAysDCzMN0gYGBIQpCMy5hMGLaAeQDpRCACYkd6h3ux%2BDAoPD%2FP%2FOB%2FwJAdSIM1UBhRiQlCgyMADGWCwwAAAB42u2UP2hTQRzHf5ekaVPExv6JjW3fvTQ0sa3QLA5xylBLgyBx0gzSWEUaXbIoBBQyCQGHLqXUqYNdtIIgIg5FHJxEtwqtpbnfaV1E1KFaSvX5vVwGEbW6OPngk8%2FvvXfv7pt3v4SImojIDw6BViKxRgIVBaZwVdSv%2BxvXA%2BIuzqcog2cOkkvDNE8Lbqs74k64i%2B5Sf3u8Z2AnIRLbyVCyTflVSEXVoEqrrMqrgiqqsqqqWQ5xlAc5zWOc5TwXucxVnuE5HdQhHdFRHdNJndZZndeFLc%2FzsKJLQ%2FWV6BcrCdWkwspVKZVROaw0qUqqoqZZcJhdTnGGxznHBS5xhad5VhNWCuturBTXKZ3RObuS98pb9c57k6ql9rp2v1as5deb1r6s9q1GV2IrHSt73T631424YXzjgPwqt%2BRn%2BVG%2BlRvyirwsS%2FKCPCfPytPypDwhj8mjctRZd9acF86y89x55jxxHjkPnXstXfbt%2FpNjj%2FnwXW%2BcHa6%2FSYvZ7yEwbDYazDcIgoUGzY3h2HtqgUcs1AFPWKgTXrRQF7xkoQhRf7uF9hPFeyzUTTSwY6EoUUJY6AC8bSGMS4Ys1Au3WaiPSGGsMtkdGH2rzJgYHAaYjxIwQqtB1CnYkEZ9BM6ALOpROAfyqI%2FDBQudgidBETXuqRIooz4DV0AV9UV4GsyivkTEyMMmw1UYGdhkuAYjA5sMGMvIwCbDDRgZeAz1TXgcmDy3YeRhk%2BcOjCxsMjyAkYFNhscwMrDJ8BQ2886gXoaRhedQvyTSkDZ7uA6HLLQBI5vGntAbGHugTc53cMxC7%2BE4SKL%2BACOzNpk3YWTWJid%2BiRo5NXIKM3fBItAPW55FdJLY3FeHBDr90606JCIU9Jk%2BMs3%2FY%2F8L8jUq3y79bJ%2F0%2F%2BROoP4v9v%2F4%2Fmj%2Bi7HBXUd0%2FelU6IHfHt8Aj9EPGAAoAvgAAAAB%2F%2F8AAnjaxb0JfBvVtTA%2BdxaN1hltI1m2ZVuSJVneLVlSHCdy9oTEWchqtrBEJRAgCYEsQNhC2EsbWmpI2dqkQBoSYgKlpaQthVL0yusrpW77aEubfq%2Fly%2BujvJampSTW5Dvnzmi1E%2Bjr%2F%2F3%2BXmbu3Llz77nnbuece865DMu0MAy5jGtiOEZkOp8lTNeUwyLP%2FDH%2BrEH41ZTDHAtB5lkOowWMPiwayNiUwwTjE46AI5xwhFrINPXYn%2F7ENY0dbWHfZAiTZbL8ID%2FInAd5xz2NpIH4STpDGonHIJNE3OP1KG4ISaSNeBuITAyRLgIxoiEUhFAnmUpEiXSRSGqAQEw0kuyFUIb0k2gnGSApyBFi0il2SI5YLGb5MdFjXCey4mNHzQ7WwLGEdZiPPgYR64we8THZHAt%2BwnT84D%2Fx8YTpGPgheKH4CMEDVF9xBOIeP3EbQgGH29BGgpGkIxCMTCW9qUTA0Zsir%2BQUP1mt%2BP2KusevwIO6Bx%2FIaj8%2FOD5O0VNrZW2EsqZBWbO1skRiEKE0DdlKKaSVO5VAuRpqk8VQJAqY7ydxaK44YJvrO2EWjOoDBoFYzQbDNkON%2BUbiKoRkywMWWf1j4bEY2iIY1AeMgvmEz%2FkVo9v4FSc%2FaMZMrFbjl4zWLL0%2BY5FlyzNlEVYDudJohg8gPUP7kcB%2Fmn%2BG6cd%2B5PV4Q72dXCgocWJADBgUuDTwiXiGSyZo14HOEQ2lE6k0XDIEusexDzZOMXwt1Dutz%2BtqmxTvlskNWXXUQIbhaurum9GrePqm9Yaeabjkiqf%2BbUvzDOvb2Y1E%2BEX2DnemcTP%2FzLcuu7xjQXdAtjR0Lo5n4%2FHs%2FGtntMlysHt%2B29NXbH6se%2F%2FWbFcyu%2Br28H0MwzI30DYeYTLMXIA2EG8QlHpAsyS0EfEToR0a3utIxFPJ3kiIHCCrZ66b0e2xEmL1dM9YN%2FMwS5p01N5jMX%2FBLKt%2F1R83l0LyC29M6%2BiYxo%2FUNg%2FEF7c2WyyW5tYl8WnhWg2%2FhyySbD5UhnDyS7OcU0dnrFw%2BDfGdI7v4QfYIIzOMq9hFtY55gmvC7jZ2FK7sEdrn6IXBuucYhjsGdQ8z0yEbWkkczjjsE5hNAIZrPx2zOLZDmKNXcXtg7EMqidAEEWg%2BSJCBBNwxvxJfc%2FbZa%2BKKf%2BxoKZybnq5vaqpPTye7CiF%2BZFjxZ8%2F7Qij0hfOG%2FcowPA1rT1l4ymWnrKmxxqfErTVrpgwPlz1kC%2BOy8NMDz6c%2BIO38K%2Fx0xkPnLW8Kx6qGAoQdL%2BTD9V9rb%2B%2Fctn%2F%2Ftrxz8dUrZrD%2Fzk%2FferF0cNt1BzctmX2FZPXt%2FjnFCQNz4Ah%2FiKllGiCMs1w5Lkg0kiEwj6VTXCDKsX9rMpnvIj9pcDecXAIXMnqn2dTUbN6w0XQ9ue6FV%2FnnXCH7S3lPWGltVcLsH75ub3ab7A8M28caNrIeOr3o5Q0yFsYL80xaa0EY%2FUEczV7icUMY5pnelAkmUAXmHYjvFWFGxuqlSaow3OM%2B%2FiYY7%2Fl%2FhVELF4EjRqNR%2FbvRbOY%2BDUGzGR%2FOh3EqmE%2FugIQQguGt%2FeMYz%2F%2BL0cimjeZfQDI3phXMbMQsqH%2BCjwVz%2Fhf4idHovgVmB8gLvjbicDcC%2FNypP536E%2F9N%2FpuMibExdohBmNwyiaZdJGoigos7GpF222xrfnZhML%2F7Z%2BylaqP63Hr%2Bm7bdUkQ6%2F2cXqdfmvwixY%2Bs2ksXFeXcE%2BiX0Z%2BIow76DBNgjJ7TOdUK18iPsPflfQD%2BDPsZG2Aj9VmKMMJ4fYRrhIaxhTDR0Elh2vA6h%2FAE6xUb29mj3sjmL72petXjejPy%2Boel60M99tFduCI59N3221xe7apOvxs6aHs7vab1IqY2tv7q2xsHeHGml%2FcV06u%2F8S%2FxTjJ%2BJYc0bWEX0ukW6YmIbGkJRMdjJ9mYIH5QIdJF4hvRGyK7cC7ctImQRcUET99fGXOoft35GYLMQu%2Bg2smnkgZUrH8AL%2F9Si217IssJ916nv14ZrJrvdxLkQvrvtBcjgPC0NXOicO8Qf4mcxPqh3hgUw3DDfdvLJXngg7N3dN2zbPJSaed3OfZnMU7dvmznp3C3bruO%2BNmue0LFsy7S%2B6265%2BfCKFYdvvuW6vmlblnUI8xCXp37CrOZv4B9gauDBlYp7adcUXB5DNCwYImlXOJJKkAdvExXxVvKEYnCo%2B3eIskP9qrrfIYs71CccBjfXRC52udTHHdaP1A1ui%2FVvH1otbrLrpNXBsGX5B89QghDyimlvNB2KfkxZ5C9%2Fem3%2Bd1%2Bd%2F%2FIfFp2%2B2Oxn%2Fs%2B9n%2F79p39S3s8idN6g0yZObwJOgKUpNB3GyU0Ls0PbRzIRq4lcarLKOJBkLRzJQD4j2090XrbA7DW8K3jNF5hlGS5e4V2D17zgss4T20egOJte5iD0bReM9yjTxnQxCRj3c5kFzGJmGbNKmwGw39IJDJcXJZGMkaAB4jyJAKw0jt5IAuIE%2BA%2BU3cVAZZrq9zhDyBrU8oosuxcGNTzCKJfla7JjNVmuSb%2F%2BtuzN2H%2BX4vlB%2BPpdfMXXmuVsNiub1T34SFbjYw5itEvVi0K0Nt9pNJUMI7SLGRhf2xipfCYf8z5OdlGKayOucFeVPeS%2Fdbo3lBrbSMmwUiQN5%2Fed7g0Ds1s17IuZC5kNzM3MZ6EWCa0DtekdJfAxz%2BR%2FOX28sND7yRMTBcf%2B%2Bs8mQCQWHya4qBv%2FufeMoWyslPA9DtMxUknxkH%2FyfTnm2CMYzs%2BCq3r7PxY%2FMXomrvTEsRpfEGHa%2BWN8E1AHjElb7d06ddA7oK%2F%2B5Mdsv9EtPms0jv0Z5kf1FqPxWdFtfFr0kHfgDX0Y%2B5PRSG7RUj0tQr7rmfX8DH4G5W28kKeJLtmQsQkuwMP1pk16EV4sl7vrMJATfyUWo%2FGwEco4rh4XFQgaiUX9qxZHrMQqKnz%2Fc2d8b9TysYrAuXpP%2FRf%2FGr8b1qwwc5a%2BeuLa6S6sneNXToG2XrEJi4R5SGs8Sq2S3d97bsfCRaTdaLwKClRHt37mkudvXbjwVrLhuYeGhh56bvfQkHpk2CwvwClqgWwuBfndC3c8dwmstj81KkagcUgbfPY8Zje0W%2F82VPWJHmSq6pP8hPWpotc%2FEexDOK3qU%2BwngPhOCiO9MJRm8TJefjelrzoKnG2Bn%2B1NCUmPE4gHFmBN9jrTigRIpsACrc9Gstg58ULkp9467%2BGf%2FeFnD5%2F31lNrt2967dhrm7bzI%2BVT5m%2BfzKhvf2MzpICEm79Bopkn07lt1762adNr127LwVqQLdJ5%2BlpQDcvHPQtVY5knhYrK6q8%2FJsiP6EuhGZdFdaNszjvpqvc%2BPI0CdjN0AXsFOC3ZfALDJwr4q2Xq%2BGF%2BGNbsxUg5NLLIEXi8otcDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg%2BFB1ubjlnRNvl3o6IEU2w7fdNPhm%2Fhh%2BFLysUu6%2B%2BDLHkOkrSHYEjH0tEPe7WdD3uyDgvAgK%2Fm4szFFR7ch0toUgBTdWHr7EpaWru6%2B6dmbbnqWEbV2EtxAsXiZAPTtGPSbHsotI2leoM8TePEqgSQprs7AGFf8kuOkPdZPXGb55POAW1d%2FjLST9v5YflasP6v%2FCO7%2BGNAPC2BMZWmsOjp2NNbfHwMCJD%2BLPVL%2BD%2FOYlWEEI%2F9jpPddOFkB5d1GSuKZYggmCCd7JUxD7EXAzxyirYnNDLdDZoFdx14kivkvGc3579Jm36reTTvDgBnaO6vzyQ6chQmlsMoIkIQ2%2BbBDWBud1Va4pcCn8CPqxlh%2FfgtG8IPaPH8C5wk6%2FnZDv69jurV5QhtwE0x2iqOsj9Mx8B9%2F0EaUdiPfOYYDCi%2Fq9jhWRuupMDEU0%2BCtX0sDFxv07T%2FK5niBPqN9%2BtQjgEc31NGCXFeMcCEuQBIc%2FBK4CO78u7EPYvl3yaEfK3vcb6qP1R2tI7vUjVDDUdKubsSrNjYKY1qBEa2P50SJoaXiksIoLiCwnxS6EBuBde87botNfdEWwYvF%2FR0%2Fu5yCqhGeEOR2ynSeyXjt6ka7neyye8kryBSWE52y%2BRBgogrXPZ8E1yIHoHIFUM%2BAbJhE7lbMtt8ApL%2BxmZW7PwbjAO0fAVoXQOuiSP%2FksIVdFZ0aulsamKUzwPZ%2FNYDMJRBPCxsBqLzqHyneXF6Ej9HlIFo7%2Bpg%2BjUb3unRmGpstGkm6etOuDBGA5wCMefp1gTHcdZlvPBXlOslvYTp1cd8UjYLVd%2FJ5awNrIOKLnIt9MD9qdrKrWCvA6ALm3QV9VrsPm60Q7%2BRHJHP%2B2hqfugo%2FMvI2H%2Fmqr4b9tFnKSRY1Y5Ek80Nm%2FWIhr1ikKnxGz9TWXrokf9xwujfvcOTtNTWnxd0F37Y2W79tteBqZ4G5qLCuomw%2BnSr28QESCRVLTyYKILGJOPfcnaIFOsewhRdvv%2BrWa%2FWih0vlbX6Zb75T5C0qNKVFvH1QL%2FvazSWgC2s6oWXXIuUxQelKiJbowuJDQViatLmLijg9CQBMg8WiPgiw3LEeYRmm5f%2BXdnvkDnxLLjMLxtvX74C3OlwPQqx4xwIdpPx38LrlDphiyWUWHWKAzzxurS%2FxTo%2BP5wGFak62ap1PVFFN4v%2Fy%2BxuR39WnIO7lsWfwgVsK17wxrs9K8ltIKuhkw7f%2F6dhK6gQokFKhWX3urrjk%2FrnI0pgfpGMeuQIUaEM7%2BGF5q2iMkCaMQwxxOzcvU0eXbsnS9XknXvP7Gtw5dwPXlFu2ecvSHEZgNDsU6x%2FGdXBYXyOQjzZReSedeEPY6nEv9gJR4oBQJtFO6Kd0fwC6BO4LNHDeBujB6dSNcUQC9zIv2LnAzGk99bUDrdFY%2B9yGFQtEo0GQPNv6vS2drj4%2B1jHbv3aJSMUWP%2BQTZrmbNTjU8wyG%2FiXNNpskybLcJ3CiTF5Ir%2BJYzmJwE0mSVhlxbtbmvweB3ulB6Til5UuUZydpgiFVeobhU0WaBqpJ198d%2B%2FXeNRTZ9%2F1OPfG7%2B2hwzd5W3D%2BhmyjsRcUg%2F%2BCavb%2B%2BVh2ls3L7zT%2FetOnHNxeerv313vzLVqPai4nJv%2BK1FC6040%2F4udw7sAb3laSg0XCkAAs0npBO6VJabS4Elk%2FU%2BD4gTXW%2Bj0wnrMlqNamq4tMIYB87tE10i0FR3LZNhJsb7%2FR561btmes8YBCRkhYNByRtKd55mqTas9FYhJnbRGHuOh3M4QTdgQSqmgRxuzGdSvZGcbMxNQGk5C3ebLjoXIOFM4l%2BWKHmLTJwRv9E8GWJ6dYvf%2FFmEyEGr%2Bgyrr1p5zrgkz0Cw2j94Hv8Jdx7dIVegBSNtgsqGsRQEYiIBoXwD0LNvQ5d7s5Z00QzwNhqZA0b%2BtMG1tQq5nd84uq8R0zPvX35G8uRaze4jcOHzz0w1%2BQ2BIRvf6J6Kgatnrbiem%2BCFvAxfkrndzD9MFPP1GWTUHclpASUkCNAQkpCCcCgDSUDAhDZ%2BCuEkgn8J7i9nMA7pA4lISappxILKfAeSAbIcSDuN2bJcfZILqeO5rLs0MnngSHYRdrHjmaz7JEsEPw51ZqDJDmUIOZIe34WaQeegNsJn1qz8AIpT3yCjyEih%2FxELkuJ0lEMYTLVCiWpo5oYMleMH6USyYJcD%2BuOe%2BkWKpn1Qns34iyYDjkSLvgnZXcgVQNeqINXr48m3iS7cjm8tedyY0f1QvTnHHdsrKby%2F%2BSSbPY8%2FNH6vpl%2FEsq3Ae4ZU1HC44KFiI9o7CEgab%2FRqHbj7s5KAg06s39ZP%2FzxI%2FmVuF%2FTbTSy%2B3Fb8If9%2Fcv7%2Bwt91yy8RfP1QXtW5RzQn7qIiZyuFM5QfJ5E9uVnqT85TanFx0lkP3ukBAMprvsRyi%2FC8NAJL1xbIIirSvnSj4O5netb4JxmNANHPssHAcHMHsFRgEug816gDBeMbdfiuRcghqYcm0%2BXxx%2F5IAEtN3fqFF3LzAXqwoT0PN0OVTNqxo8sxMkd5Ig6k79Zk7VxxX6gMLOZFQgvpW2RrMW1D0BDihaXQ9wVRoBxPLfpknmkeMtoB%2FqM9cRc9IqmMD2XUmdZ7GSRKPUZvChf8BoykriM2MnKYbOHX8R7cLdNCxSFFVQqoYswnlWtlFS2mNkhswVpZiQW1J%2FUKFfipHGlUkM6UKBhMz1istELIHJLMSctu3ugzfaVSOjKvUgc%2FTHK4Sdg2Wscz69leKIkkrwuuWiOe9yGYKQXRumkC3qbRcMwrvhjNXgdZk3RxAUEhuSPvn3nnd%2B%2BU%2F3vlVOmrJzCD8JLxV1OHRjrZifbcFDOuRNTGqdgQm1tSNJ2OcQ04YiEXuxtII1ECSQRoQGYioEsgCfchB4ghAtw7FfJre4WZ9hkVi9MtjuWqtdNDlpMrfEG9fOT6q21okg%2Be4As38MfGquNt7oUws6Ysarj1%2FefE%2Byst86YUVNvDdts3Pv5c8m%2FaP0C%2Bf8%2FQb%2BIMnGq09BgwN01oIOAnAdagI8mBSrqk1gxTDUBOtk2ousEtBH2z4Ir2d3f6k8PXXVlt2qN9RODxRuoJT%2Fv27wm09jRYVc%2Fe%2B%2Biyx2tyzJb%2Fn3J0htXP87eSsQaf2Ly0s6Zmxela88REy1cf4273mI3iXNJ7KxrZibOm9xm6rl4fqy%2Ft27smU8tOfdW2ucBzg2UfmOIVyLIl3kpYlwphDISTXJXsctmiDtN7fNV6zelgxwnWxsVr83Aj%2FS5ki1jL%2Fa0GC6%2B2L6Um%2BaoddlNFuj%2BbJ8mH%2FiaLh8I0%2FU51NspIEfq0dohwyFXKgm4NggwQ4rRhCOUFtxxo8XnitT4cnGfT93IS8FaT85XE3H5LMY4zIEPL1hw443wz%2B1UmhTJyJGxZzw%2BwsKkKZgUiVtKOKMEb2AKHTv61FNc01PQFwKnvsZ%2F9pPA4RKTASWahmh%2B8MxwzHxKy74IRn5LGRjsPUUwTu64UYNY38caqd7HKucZ%2FtHnODtENw%2F2UfHRMaq1UUPDJQ0OKkWCeet5fYOhII1VRz8%2B%2FElg5j4Gxur3J8o2PJ4rg%2B2d08T%2FfwEzSVbyZ9XPro95T477lRKqUSRXQnauHNsISAl27oWi6Fv9z48JMv8r%2FaMMj8onCP%2FDuDZOuN%2BGPPr%2F%2Bp7bx%2B7JlbYdppcNhzKU%2F1Px5aiaGDn%2Fs1iGMaBcleKUo%2Fv9rcxkZj7DBEKOfrayytXNLYiUdBY%2BpleQXdnscKlQcpzuWluxsieeyuXIK6SdxozitWyGOV3vOHHjguyCQ6fpIYy2JwvrQEF%2FQa9Pdf%2FQqOSqCiE%2FEE1%2FXIVKTc2tzWbHnimrEd%2BVyz311Ml3P0GVTj7PD5aDnsvCvH36alEaPMePcMegXs7x8igTu4B9v7G9vTHvhCu%2FkzIdx%2BBxC0ay9zRSvoS0F2lIxI%2BX7klU63I40gLQ3w5ep5na%2BSFnba3z5D64zv%2BQtM4n4ffG3tq4aNHGRfxgrXPMim%2B5487abL7xhdseIRn1KDl%2B7aINixdv0OD%2BJSPwKf5%2BxoP6aiTeQIDVlIhMcL1H5R9PYXvprs3fv2bO7MOplCmweuiq2JRZ1zz%2B9a%2Fv2PH1Hfz9236w%2BZrPXvWfAxlj4NLLHpq3c%2FPQ3uvmvbrjG7fe%2Bo2y%2FcLdtE6VUlXi0ASb1VLUBVSUWSU4HdvAraTyS8xzM8NxvxFkXV6pUVRiJwcgC5zEeht4rwcp7ki0k41G0qlQhG1Vzlq8alEmnFi58caB5Q9vn988MLhqyVlHvLEWjtQFeupdiocF%2FtkkOGPW2ibWaBTkeZ%2FdvPWazXfOnnvL6jkRXpi85sFzZt%2B55ZptW3bl1cCCHZPD06MhySha7UFzjcjbp8fOecFCirzAG%2FyVjBX6OFIaadSjQq1nNhyIe8tVbaaSdHlXIWKacMeuZA1uxS95zILhyrxAdsXTL6m7kNQlx2P9uZf2qhufePFFbpI6%2FOU0WcP99RrCsrwseVot5mtytpf6Y0gm9sdeyKnPQ7onyK4nXlR%2Frg7H95M1upzu89DH6pgUcikoiihJ6NJKmRxV1x%2BMJiOA3YwhDRQrWU0u%2F0rvq0VYXnyCwsLeTJYBq3dAtJDavuzyoVpzZ99Z0%2Ba0uoiFH%2FxcqgDR7rUFeOrUn6Cywb8ZeNMbhLV5ugP9l0zv9UN5b5mFkjzxUcpPJCn3V402pRxtJd2GrnLdhtVk9ZSZh9W91fCSH5B7ofxPiWL%2Bj3D%2FuwhBRdyAyozeZwvQzs79soi%2BBKSnafLviZCcfrpBpLyimfLfTyJtbyruIQKD01tUwJyKEo%2FybaxkSNFUMdMkhQoJyRBQFhnUkDQSXhTM%2B3NmY0EDM7ffLIjqWEGt8lCO6mLia3PukFnghosJD5p5SIho%2FVDkzQfLE%2BIrYoJXkD19pdP7OwG%2FvoIUtagiWiZ4PAFTHHlTVhRZ7dYmPar%2BNJ%2B8JhmR6DFK5DV1foHoLNO%2FpHrvZfmWZ15RQlwvoVDKhCWNK3CCch9lfFBuAqUgpFSShmNaPj%2Bi5%2B%2BWZfKeViJfW5HnUakVL4UCNVkA4%2BETfIqx4B5xSaP2L1yn0zn2ltPn4%2BOqZGmwwEVCaCSqG53ldtL1oLGAhdMLd09MpCCF6tD6ZnAZBY9hDaYsP0jzZ0j5ZjKsF4i1UmLuhbJMCnYJPt5VwFNvmZawXjEvLJqIH8STonZjq7BZ8gKgR20C9MDFqJAX1H64QW2NEup6qgzLP8cvppL%2FNNTOBTCJABOHeWoXzLhw4Wuy7gaBtjKr9kgKq8ZlRYBS32Lpxc8vIhpNDTfyNXWybMJbn2RyQ5EmWc2QF9wmSZ0KYCE%2BcPuYO6b15Uotj2Kd4MItLS7gtFbkTdrFND6pvEZqv5Yv7jXAus7Pg7avo7KDot50NX3CPkP%2BKps8J9%2F3mGQIteY%2FLGPC%2BL7872SPR2br5fy8MtKBMHedGuM28%2FMZmPJMrGgi3Gb1S%2BSi1%2FL%2FzrZwO9XH1ce%2Fz7ZQ1WSoY%2F%2BpMb5FT4ua0Wm%2BJf%2F298nFmChEQ%2BTi71est4mq9VYI6RsymoRJKYidElT2FGnDTZvqtfhGAFTbeqEw68GqtfmbVa%2F1IFO1%2FjdWr%2F8BDRRtQh9XNjubEm4aWVpVonpTGR7PVGc%2BKJNoBIWF7kYi4gUV3r1U6723i6TxUl3n3%2FtM27aZfKb7THiHW9VzFSwHJ05VfK6Ar7kaB0XgPPE0BSkSFKsBUpaLihEWoA9wBt8qirh2VSOkZwXEwyrxZ5jyt2rJmSo9gX7cg6jsEUGJU9z9xJPOEM3uQQxKgkh35DNATnVyrmJ3mbCNyIB%2Fyox4wH1bg2DwN7q9kov4pFqny8oSm3RQbGgJ1QQTs6ZMLilOVYJ9v6Wha3HcJ9jddsXp9YhGUXLXt%2FqMDnvLpPNTXfNa60z5%2FyjXQOMq%2BlNmwh5egpYrdfZQZV9rI47xlRkuyTjpzsmCBSWNkAXVoK8sgYWqQJWbo1RLo6QH0YW6pxqfCnRgkd%2BRiFjUQUQ7poIaYoakgXxwFd9BuuI38H1xBxXSFb%2FpBDIKQFn7YB3dB36l7sG1FLaKiBdp1KxLvfswap%2F30lnVESgNnvjbUoT6w9N%2BXoio0qcYOIM%2Bheg940YimsucQVvli9NEcft2UZwGQwLuilj1fFr1i3NP94X%2BPE7Hpvtj6lBJfJ4R6NvWiaL6MgzWHxiN66DExa%2BdAdAbMYX6HVF8A%2B7rjEZIXAVbDe7PVI9rmN69JOLV1DOSvRPxWNPZBZf%2FNf%2BNy65BhYxxxV%2B77XJ2wfQ389%2FIQPgajXbwMsuAz%2F0IaQcXJavKbRqR2IqyZruXjVC2%2Bhdee%2F5vdnYOedpmVtR3NGXldxSzDSIiBVpkGb9by89UpEPKrSLZmyFDzMab%2FwXl2CNe7s%2FqCtTvWgG5kpBmCBlSzDS%2Fr8N4uwBwohRW63JTS1y32f0TQsPfXVGEHQrV8%2FNCfiOUVirYcBbIeA2%2BiF68rQIo3B%2FS628vYESr79ehzS7Q9LEL9UXmik9XVHb1yBO3Ngvt5935%2Bk1efkV51mzzrM0LL3%2F20avnwMeKuWyOUZg2TasSqZ%2BKcZQiOn1Iu2Vh497ALUVZiCKt%2Fgh6IvTIj1ZLRjWAkpHKOKovNwp00eqPROiAbiNEKieXwMLcXhVJ1%2FuzmLP4tfxaHR59cBdJVG1kTAgl9ze9QKUEQ946Hkb%2BokJ5JRDyf54Axur1D%2BWS49cLr0tTPEu7UmXrxcSr3XNvumv4yXzInXKH4F7Tc7p17Zt%2Bt%2FqW2%2B93k063X7VW6lALxTY7i1nBXMxcxmzQbabxz%2BtJo%2BwijYaIGMNS8AoSMgAPt84DdHOoMPfjXhF%2BkuH1tZvuFQrRCN07xGcXRX9MYxYchDe5BcHj%2BZ4i%2B42WyPc8Xofi7bbZJN5nJLJ5qr6IqRtzqNlM17SpFsnkEyTWoABEjz4JXOQvzWYuwdnV5LNGOwTM5v9r4RpQ8ZXsYodks3o31JBlzbYtNotisnm22MxiwGFXam5oN1n0TA%2FhRvshvTSDwHff4nNzRo9Dum6PaJbMXzDz%2Bx%2BFkj4L4bFNBb1asqsgH7Dyh4DvbkPtf5yMDKzEwyoaESMSNS9P9gJVA3%2FRTlwoMwZvxECFWxIPNw9gi01nOHjP32esZTtmXHnxvZd8ZtakqQ7ekajbXetpNa6ocTVxJtY%2BuSe69OLz77zh5bDR3xjZMzUz6fxrz1nqrZGcHQHfPVefN%2BfiK86LeXj%2BSc5lPKy%2Bk%2FvCUI%2FDaLFYCWHr6nbXuILTIsb5imNKY%2FrCm28fSMxPhkN1XbNMNZGuqwOBhtTSxWuTk6bw0ZaG86b1hKddePOKuBvmiguYBn4T%2FyOqOyGRBt7bKUI1GjioBC8aUKwF7Q319UgcmtFGIzCJGBqwQij0ynDsfdFGc3TS3BlNfJ25xmzniMkpXXTPvCaD3ZaZvyzjmZdudBostmhb0ORZNN2sJBeed1HXkrUsywueQH%2BL0eCPxmsa5ZpgRJSDZ11yDv%2Bjmbd86vxZfc1WcZJ3UkMq1BOOOVtvu%2F%2BpB%2Ben186d3GTwWAw2jheaJs09%2F%2BLNfZft37DALyrNj1wABMuUKbODyTVnT%2FKYbJ3Tpq8IrNh92dkxOj5P%2FYpZx4%2FycyiVcDYdn4JbEoKdQi9054iBKsygLW46FRGxAb0NPNCm8BSNCPjoKcj6EAus4SuP3rB%2BcV99%2FeTF6294dA8%2BTK6v74MHVpYNRt%2FI30e8QGTOOdfGWzzxcy%2B87a7bLjw37rHw1nPzp0KyyRSeZO%2BQQhInt3dYgvycjrPOv%2BT8s1rptaP84VeywdWX2T4ysr0%2F7TLIs6%2Bx9zib56ye1dM9e%2FXsZmePY3NDs9zlnNVt4%2BWgHJbbz3Livg4P9WWgviOMm4kCRT6I8vw0NbUUEnFvOuFKoxQW1gTsvFirsF5pb7qTUCx4i7VmtToveaDxvK9uOaedVvPRpVOnNz0Q6bry7uiSdQ8t7Vy4JQKVS%2BXPplV2ts4bvCwZu%2BKzgITtxepaPRzWdpv74muvv6RO0SorX6cu%2FdqKn%2FXWnrtp%2FZragz13DUCl5myiFW2Ycvb0PtsXnU%2Btx8pvLFbUspLX68mdegwmOif%2FNPDONajTGoUh6tU56HBJCTBASVvNUB5VIiKpc9kd7kludodSFz7xQbiOmMk5dOYk56gzL6uaf7N8a6MQOHm0ae6snZpFDfuT3%2FjdYzjzwkXXIVHoXNuCfQslQZqBZjTsoHMqrkE4jaYdgkGz2ATOgB3cPkSukD01DnV3ttb1wx%2B6arPqbkcNAHoFPzKUUQ%2BqL0k97pjbZv1I%2FegC9zTFbrrlFpNdmea%2BgIgfWW3wqkcis8ky5FAcRd1If5nNZrl2FFpungc8wpoCl1BpQV%2FScS%2BzjlASyUTVv%2FAJ46gkJI4bHX4lTnloctxPZE1ckS3%2BjG2fKIjkQFyzuo8jvYQG1OrGvJPSTu%2FnSp9PHNTl4z5hK%2F8gtXVKF6gEKiglgcKiRlCESsQCV5QIlKWKpr34lt%2FwkSx%2FJCmP5%2FcBKQfl%2F5gd%2BrOS%2F%2Bp91%2F%2BYCg5CXK2W4M9fu%2B%2F6xxX%2BvnelVuldIDCG0VQTpU9Dw4pRfei%2B6zWx0MLie0gPbyrkmRU7OwT16JGeyXLHqOLqAfVN1GPlBzWtFNzj0TRTCjogtP1NjIvu5habN5Aoa1k66wGpqriVetJgiGdwDZtKhnN0y4n9sXYnsqGmZfDSR15%2B5NLBlhoDaedEm7sxmpqRija6ZEEg2EAnTiAC8IrmFbGz1q08P9PSkjl%2F5bqzYqT9hMmptEXDgTqP3Wiye%2BsD4Wir4jCeoHbbp5hRfpB7BakUIppIlPCD30dR1GtslDz8OsqbXmejFC%2Fv8wu5X2myq7SJ8Avzv9DFUJySf5uNvq4%2BTi7W9D%2FOZrLChdwxmPNiBRqVjnpK%2FaGxRCDspVYKAW9AN1JANoo8wP4BJUlGqdgw6m1qPQ2QW3%2BOfU5%2FieLS%2FNuKpDU3uf8bcAXyBal5jMR2NEAbPAZt0K3hvxHBEDlUxfIGcD%2BN2gNSNx36nfqlAYow0puatNpRz0e4W2oahKzQHsjf2c16ad%2F3t2KTtPobnX6D8C8pd0MDP%2BKx7wnXqGGlLQcvikMErm6TmfsuxJXbSAxqNjOogJLQBLiKEHAE%2BJGTS3JoEhTrz8%2FCB%2B5YlupJ58aOat8Kv4JvregxwcU5Cp8GFAFm1FyOfto6GS2m1NGTS6CPNKkbsTdCBlnN9onMho55BX8IJZtEQ35lk%2BhtwN5A0V3RCPoD%2FyXAcv6pAtbZczRUA64JmcUf4q7Q89ZHLeJVZ5D1Ps%2Ft%2B0iCT3AHVtZC7JDCXfR7OSb%2FXja5H3zQbZL1B%2BULX1BMTEk3AseSpmnKEK4T9ekMIidUCRQFfcbj7z8gNLvzF7mbhQN8h6ZbRset%2BnQWdS%2FZX3k7WpS8P9sfo0iGS64wV516pOhjI6TZ2dApgI5%2BLhxywYoWxKUrykKJsIoDsR4mSrCTg0egMPnLW%2F3Q5Nn8BZEuzqEI7HK3n0%2BzFmuO3TtWQ5WJoG9YqCD6Gc32SxnbnVPfsxvrFXK2dILl7bLthDp6glhcsfp4bYvbSmj%2FmQ94uBTw0E73x2jbNRCvC6VL6GCFDwU7eWQDcC5FY5s0slieRDwtAbRsbLXbaXAuu14e2OJw1dc6jQ3ZdY8v7rv2%2FBWZLqvFWVvvcmwZkK9f5jS4muO9yR5res4kfkRxhV03L1RfPOiPtYi8pd7jNEsOpyTwxpaY%2FyCZu%2FAmd5Or9uS3DYaeqVOhH7gZN%2F8I%2Fwi1fEuLXvyNivibjuKvN%2B1Nc01HF%2F3h%2Bef%2FsOhox8MPd5SFucPjorQwXT%2BytA8EmA5mamHNFDVhBI5pjZbQpugBNkO8MvRub8KVDKST1Wag7D3xlin1ZF7LFP%2F79nbvCXFOY%2BPUjrT7%2FotsPXXZ4exdPzuhZuL5LUXVAn7k7PbhG89uz3b41X01gbjP1xwlu5rrvvf9%2Bpbs6E%2FVu7Nk642%2FPYRaAiUBdrmO6CDTBLPQFA1ur0uXoBR1INDMkypKpoTqnSMx5GiEdTEaSHLs0Alvu%2F19%2F5QW9Rv1U1ridT22i%2B53pzumbs%2BXFFXYC%2B%2BCGsTj5JUT%2FGCgRt3n78i2n71FHG4%2Fu6X%2B%2B9%2Braya7os3ZbDmgWfXun44e%2Bu2NZKuGZ0HiF8M4TlMPR%2BEU6rPKRJ8wOU2RFUFLex3egEsz3YqEAq0cqhAAW19dBZIlVzR61tuIdTnpXH7l%2BuXrbjPUyep%2B8cl6aXKWhPHpDcXl9KiTWDNr4mBQc8Tq%2BNzK%2FOKSbsfl79o9G20R%2BbrBXYvUg0rLHhtrc4TN81TTOWSZ0gL1ZVlOYH2ery%2F7XVUjFMbzYpg7UswcqJPQwBd0LKLabJ8IaCr2otcjSkIrGwootKECaUd4XH1%2BSdazRrfddkBU98t1htvWrbjqSqjaCguxrffM%2F5zDCpBALUycmajhd%2BR6ww4SWafuZ5eU%2BtPid4lgd3gt%2Bb%2FY9rQoZNmiXYPXyRHbRs8zX%2Ff4WIFjWZJtUdSD55AP3xtXH%2BZipC0EqdBGDA4CoYEU6gRLGPU11QhkLTBiEYPiqOeQgwTCl9aok1Qr5pFf71qEeNxjy%2F8F0GoqYPv75Yh9j3x4DuJ%2BuEzHRpAq2lMqb%2BqfTdiq6kGtzfOWsv0c7lSeMXDHBDe1MT%2BLUgx0Pg%2Fp87u2UicdIvqQi8DkxhcUwUXCedMpb4NQjwY3npTmgsURJavLwCRyEcN2HfWsDVGfv%2Fu9ZUWUx%2BPYFueUKwaNvbtu%2BXps3eVWbN1GcgVrdMnWJ7WmJz9SD66EBidag0NF1Ukep0t5A7sFCWdhzvYwHv6L%2FBehXuHqfaBwBEU7hfVLcXvS4VQv%2BT%2FvaSIl7cbeMc7ekv9i8S3e1L5xxpvMGcu1EYPbKyCiijjGXcDKckm43PqU2qNWlXusZMiqF82cuVzolUHN9NNR0HZPxFPV9V0wLtvq%2Bk4DqOwVWDlzuQLVdqFiP08cRX7aRlBVfR8cb55bWe5LExnlcsDp1vAP8Q9BucPMk1Ulh4GnN0SAdxcNHv3q9ohx1Ati4S%2FtkWjIDe3hQdkUGrGRaFBiUdiTSkI41UkMuuQHP%2BEaSQYlPQTFWJF03BNPpTu5KFAdkWgDukzsZKMG0Q1TAQQglScOaP%2FdsZ8%2BfP75D%2F9Uu5Gs3FY%2F2SxPld0DHOciXI9gqjcEidXjE%2B3BLosy0OcX3T7O5g65ROGyzQ2BZs7WbZVnO5ydLe32hMwTQ4wnnKXW6XW5LAa7oaXOIHoUl0FgLQLH2by8wSTWeAx2Y5PDazK3BqZbeJZwXGPaYhX87ZNszoDdaRxotXO1nNlpdvAPFWHDm8PqEE0sZxDEqGzxisFNnuCWetPcGrObN0p23tTZwMuRVodSV8%2BLTrOV3eRvzjQZiSjaLYS1WEJe0kNsJlZu9LFun7%2B%2BwW4gRDRbaxw2nrOGm%2BxOj9cmtbp9ZqeTM1m8UXfQQCSTVSQox6pvtjot%2FFpHvIUjJovFEoYvHYV9C5Y%2FxN9OfcalvII37UEhTbTg%2FAQIaPb4Vz6j5u8%2FaViycMod%2FfkDcpu8QZbZoeBi%2FvbzP3XPsZvOubMtaPHkD9jt6%2BU2O7vqU%2F9C9SMvgrXpQNG%2FE0oJxun%2BCiElUa0IKQSUwERxOntKSV7ekcuh9VBZBBo3VUcB58ofKBHCwLyf9qFosz9Ibf8dGqwaBMjRig4SGOZ2UkWI7UiO9OfUPdxOYFApUZyfpY7mgEc5rtNGGk2H1lPhAk1Hp%2FVAMqQEHEUfEYkkUQq1JMdzsX7kklRrTrUi1wMcDjmu1YYfATj7Y%2BpGpPEBXuoQIj8rR9mgCl4C9yqmF7xnVWxGVniNqtpVmXBvQ6iwni5YQ8a1jYrXtc2J13HvgkvqWxuva1sbr%2BP2S5ceKGyBwDv2DbrToe1u6BkAJV7xnVLUaq0sJB8pFqcUIPi3yuwxi4JuLr%2BP30f3OkPQ72aO0xYo3%2FEsmO3QO5qEF8S0qQH0UsKXv0brnl9%2B8M7jF174%2BDsfvPOl1au%2FRL5%2F9DsbNnwHL2pHR1NTRxMZhJtHktOOxLxErPF6YlLvpC9YP73x%2B4ofw%2B3xVdrHcDE0dQQCmCRgvt9b35xINDf1CDcRSfJ%2BpYl%2BSf8YcurfmXP5F%2Fkj6J82jNsrkWiEuhVlgFfyNkB3S5MUzLhoNiwSCYcxQ7Ui4J0Xh7fmqRbaPa1tzujxkBRlsEHy0%2FOM4pYLPb7g9O6BQJN6l9zQ0OGyCaZz0vMTbHOzXfQ7a2tsterTcqxeInODoemdktw%2B1SbVhKwtW9ffe8VKadK0OVuC3bWzyKm5LeddsWTeorWyY9IMtUFutdu5g%2BRn533qkocdvLs2HmhU75br%2FMmWtD8zA3OP2t1ea636jEzqYxJZGAwFiDEd61oTsrRuW3%2F3pYNi3bS%2BRd%2BGjOfVpAPNd6y64Gsz1GaZleWIPoYL%2Fv9mTeQBENVEguiF1aC4YeXxFETw6QyPfn0m9g8IrMFAvKM1EI11DARnbqibHk%2FIojy5rSdgCyZi06y8sS024PeuO4MfwQ5Y9yKRZCqyYaF30vzeHlmUprR21tR0t0yz8KZY66zWuGvxVQB%2F36kP%2BK38t2Hu6NQ9SFJfw0AdpqPEK2qTMpf2VCqJwqPoJezTL824b8akoL%2Bx03nhh%2BoNo5e77psxg9Q5LzebIKD%2BfsY34f2MtB9fk9v5b8PT6tYrgv4kRPwd0q9z3gdJSJ0653KjCYPwCaR5aUY63eW48O%2Fkdo33yxX9wCiMv2QTrk8eGSI6Ag6moG9t2P%2FF7GRNlDjl0gw7pJ5aOXXqyqn8SENnXBmbSwUYLyqJjv3UmY1nKr4t80no0faXsaIEiF%2FBRaIBnItSce4OUif7W6Vm9T9H1X9Vj71BEm%2BRdmIJQST%2FZfVdudUvh9S%2FqqNvqT98g9SQ3lHibZY0mRVHooyDN%2FFHmTgzjdozKw28NwQ0hwN6BCoPKaEk3YtKwNhwRLXuk076CGoZNXDQcRwZvreTZY9EZi%2Bd0s4%2Bztv8iei04JQl6ZbDD2eHV7X4uHuFVfPrOmcs6m6Kr7hssr%2B1VZFcEZ%2FPdJkn1hOs8SXS%2FNFFgqt94PIZzZ3tdaL6Q5vo6piSzdy737pwsX1VyxUrF15iJ4uNkq%2Brbyg1Z%2BO8VsNC1UmcvORPRfxtPrfRwL2p%2FoA1eZp6Z%2FaGffoewaXcA%2FxBlKlQLfhQL%2FoPgBGP3qsA7IQS8qDVNswHKRSheDUvA3Q7MZoRcJMxlEygujn1QdyzfPfq3dEp%2FbXh5e5YXW2Ngfvza0ZF6UgFL%2FE0fTq4LBlvTE2qb%2FKuuzYSXVnjTfM1osvqMHVbm9950quIZlbqaL6YP7jk3kUtA0GnX2nvq53f3WoSsvEdDRnULgo2fN7lNZJgI8%2FVWi33c3bBZnGY05%2Bdm%2B3qc7fNmj4YGKLj2nfqFP%2Bg7jdDlxEV5XsJQZP6hYrS1l0VQr4c69Xueixp90gnZPmE5OF22j%2BSYEWHlZ0K%2FHgsh%2FZtsbh6h2DNRlvv6jJh9XaJaHCZDiUDKNTMkvb8vsqCyf3ZNdSmO0fa0Y4baJTtpbKzuVzeeSI7fCKr2Z0WypapnXJ4gnoWy3PoUIlIQ1TXdqhQJIXp9Wx5fYdpeWh2TY5D%2BYVyKd0jw3iumwi%2FBC3cEy4o83QlZnW79MrCgCjbhWXBlRZVVZZv4rIKpXC01HFlHdHLoeWVl6UVc%2FJ5uGm6CViW5mulYMk%2BHqNYr0AyUPivLg2oMs2MPqtuhHyRyiwvNJej1Br%2BfcLyoAyu8D9B7bgmzUqfFobF5nKnK4%2Bt8MPJkI%2FxHUNWk117jugWF%2BxazTAALQn6%2BUE9lhoI5ApGA%2FiuJOsrlNP28SVVuBVajXmircLel46w2bJS1Q0Ft0KDuikDFL%2F3pYrid1Q4FvofwRIo4R9h2ftSwc6jHAMqLcCql8YPHtlzGoByNXYN6v8hXnRaOhUvx0sVLCexwupGDR4NOYC7PePa5keIPACnuAdD7dEadRuTIiS6Lb7uskb381My5yjzF8lGCjBRqdwrWJCagfB3yCy7XT1i92hbcZ5Ci1FJkgYMDf6n%2BjspIsHFjJrTOdzSMuOa9DbDcj%2FnH9N9bIoGVgzHPWIQuFuYtaMRaq8eCKI0gEF6lPOZjBz3EEvaaxwSUT9U%2F8JbJZPJJLBLolH1La%2FRbF9AbC8JJjv%2FmMnssKjLRBJyqj9QXxNko0Ux%2FX79epfiXkm6fmKwF%2Fen1HLc6LxloXWKvGa5rVCVL83VuiPcDEX%2FK5pTXOxHfx6HHB0t2FI0qI2rCZFTrvPWU67zVuS%2FkTsLnc7IKhFg30e4FOkqNSfH5PtkmUy6Cpiv%2F36k2sbqCeCFNa%2BURpoY0sZoYmCgCr3qgZz6s8I0gP1bYiR%2BD79H56NOz0EVWCTy2%2FfffvSCCx59W7uRV9995eqrX8GLesOXNm360iZ%2BT%2FEl3uZqL%2BFyzSZ8XxpTiI%2FG0nkT4zznFZ0t4ipMz5v4q9ssqbdKUZt6u82knPCrt6PZwsnn0XySVnyPR1ZXAn72yx48bWJsu7apnI3Hy8bygUK5Js32qcytapqgmn95uexccj205vGgJ%2BeuOeG2SORmKZr%2FqKzcx9SFctMJdwMUFZDJITs7dnOp1EKZCxg304Cevyfya%2BvlKqv6aXK1qIj3imL%2BL6hL%2ByvUlFfE0VKZ7E8gBY3M%2F8VoJCFgizH1W6VyC76nH6b7jiibYVxUmVIEspry%2FLgZIlCeP11Z4zs%2FAwvVwtGFEut5S1JY4lfyT0N%2FevOLo%2BrUEgjcqc9IkGpQbv3iW7Co5b%2BKgjvpzYdH85PLcc4X21ouwEGl%2FS4qnUAvoSlXUUhR1eKr2VWFTB%2BGMl6FsiQsVD1R3urlAAIoSn7JQkmiVVCHSpCwDH%2FqPepXQ0Db77CJOAImohB%2BRPWr31ev5g%2FkE%2BzTa4lbvZo8xdWPffQu9yJTPCNB66s%2BzXoJt%2F0L6hSoCuBIoK8fnBGG87OoRckJpLqyWe4YbpGi50g0%2B3I3UD85Oa0fzubfoXxPLbW3FDWzigmyJeM0tQkax7PqTy80%2BUxfUHPlBZIRVNQ%2Bv0xRm8REKPoLmNr0%2BUo48v9GFbXPKylqQ2IKm00QddgyWGMROCTxdLB9nCY8P7j2DjlsV%2F%2Bmfr0C0r%2FNkeXbbpPlOTBBwT0mVz1zx9S%2FwJecBF9Wgv3p032iP2v4VSgfgW2G%2BHUEdEXU6iq4CtpLJfIN9XQG8dwa1VoO8XC2SrPDDyCOQptXgbcPvlAgBfxBoGwftQKeKFrNTASPt3pGGqDt%2FQRasn2kri%2BH6L80MJRsmVYJrAKyDItpJUy3%2F15WYIJqcJ9Q5N%2FLFJ4c3dc1URpWl9hW6mu50MUIelg4ucTPf15zs5DFo1c0VSp1tKB9jkwIyuM45kb%2BIP8gHed%2B6jO3v0KbIknzLy636E8KPTdCuUpB0wLo9JKnAO6pv0vS31EtBha%2FfJemkgLVVnd8KCk4qBTpQ5m7FbifBKrPJcq0pZAFVG%2FXbOFz%2BTcq2MLrcmV28Nmi%2FOHskh82bau0k8eWCaPijQPWQ5lUvslwVCfHkXBMIehqUgtDNLeauH1huvZTbYmw%2BluPjyWoNGEuxRLR7LK5fSyXFUyK7PURQv2v8D3XOt2NJ6liBbmPGOsakw1kbeOs%2B31Wm5qpH%2BiJWSzqdPr2O7zc2TmtnrzCig6bBd%2FvgQmzOlz0STWIlmZEQfupogOZFHUZ7EkUnMn0RrpIMqAgHRJAOjIJ3yGw1I%2FMAp9q9S3Q%2FclADNm1wEeO%2Bxbwg5OIYHZLY3ehG5lJk2xhco%2B6JWybpEVz2wrR6hZyD0QXZbeDVB%2BonmlimpkWprdAs4WEZDSQppsDlcdCBJJESIYFuAtUnC4GIF2C3Uu2Kv7L1bdz6FxtqxpG4TqQOqOUNAJ2HLvPWA2GgDy4O4vaDrtyl6P%2B1fAll%2BSyFcQ28GHqh7fvvf37udylf0fNwhzgz87Y%2Bcf5x9GnF6ygHu18sAbipWeF0YPBgp2GaKeQduxxdEr3SgbH1kvH7tvqSLhedomOvZyts2dw8acu3dY%2Ff%2BucuMtCuP%2Fe4zC4XnH3OLZ8ZuxTWxy8dJfU5dhDeKPSlJy5pn%2F%2B7u3XrJhmr9C5CuleGflGQocKnlAUaRKp0BAHV0ZwUt9VCqk6zYOgRIuMfePJzdmBdpPJ7%2F6B23%2Bf%2Bsp9NMDZevovvfYHG5dGPISQq1DojqNckchVrCcCYz%2FQ0hI0m3NKDRfkgsrnamo%2Bp0CAq1FyvC3a3Nak%2Fs5VX282x9Ufy3E39VAx6o7LpCvO2wK%2Bch9jNqpJCutcIOooKnYWtDK8gTRVYygRQfwgzKM5%2BjP2jOZdx3r32Py7rQUPOzAnoRs95NvRAR0qLGU11Taqu1bUYSzMcWjMEir067JQQHfIrLBHsrgv00%2FWavd8HRLMEEYFSW3HCSNQehnrHztKqHcDyo4VfZ6gPKCR%2BgufwA8GegxUEo4A%2Bgd0BASHiH6jYMLIsUdQJTs%2FC641KN4oCHWolCMLlMfIdtWKScjx7SM5LD9HnfmhrGI0S139UWfUnxgOXdJFW%2BAMcGjKr6eHAttHF5sUoeArYKDcxMSYcKA%2FxUDhPiEOEAPafSIUFArN0r24ynI91EPARDXvIDYyvqZaWeroBOUABQA%2FE%2BDXC7PWafDLQY2oiwpUEyj4RQtVlUp1GrM7In2p2A7VuiOW6otMiGOo5Mrp05ejVuTy6dNX%2Fk%2F7mybZQ0nUmfrbx3U4KueDnlHm5wdh8FFeKnoaKKh%2FTK18StOPhwG9Xo5mqXAxvw%2F79YQwwDR%2BnAKQQ4izVXioB84qcppWB7IqjU45z4CE17OvF1Dw%2BoTFqxtz8dxwtogBnF9MjIl%2Fin%2BK8s3hM9laIn0TiCbTAXL0T798bPXqx36p3chrv0O%2BGC9Xaj48Ecv8U8UEeBvUEsDlTepiU5OvlpeNGvpnKF0RvUooWhIjnx6GeBapXCQYTw9DNg6%2FOC3gZjp76oNTj9Kz6Jqobxb9NDqc08vcKReOpcsQV2K8InXFaXW3aI6Ofr1k48rp7CX7rx%2Bv1UKPsfvzQU0Kc83i2VdILmd2%2FyX55zT9luN2%2BCu4nKfwPcK%2FCvDVU%2BpHh8%2BLaldIf1fA5h3ndT6Fln9%2FW%2F9Ce1vndfvJtnPVO2xhm3qbafHVCN1X363UXHq9xuVD8OSD29Z8pZ5cZrern9cAdGW%2Fuib%2Fud%2BVK0L9a42r6C90kL8KzxwLQw9NkIQJL0ASU8M%2BVG0KsUdgdvpgP%2F6NqqP0%2FgHZFUfGEijZLHpiIgvV5%2FBltrj8Qd7XQd5p4P%2B7tJo30NMO6VGBwahSPMYiaaBYoLY6uEnciyhhh1Z%2FvvacG%2Frjpsvnpzs0B1Id6fmX8119l88XnOxe%2FuGrzzHcdu7UtY3%2B2vmXN5zUyj3ZcPl8p1sZSs6%2FnGXtwrV7Ka0XZdz83fwjjINpZWYw85lL8BRK4nGyIir2RiOsEyipuEcIakpGjWgBjLiHWOgj0Yi34gW1kKPxHt2Na5q%2Blwg1RdRSpFDNzosb44YJXnAfoEOpZW%2F%2F6u1lhYA6leevezbI26zNHO811M2dc5HFxpk4i1jPC0s21%2FBWW5DnPQbn2X1WK43%2FaM2n18DfSoybbNHijFpamzXI31eRibGUOxSu%2FlT96YZlq1Yt20DaSBuG6knw2eusHs5EPBfNmVvHKdaQzcDfz9ZsXmLDWGXy2U5OsYSsIn8CS12jQIyD12KKqZrLPy7mSPdICmd6WGHG8NDZkkHuE4h9TU8FpmUO%2FVjC%2FEinToFyoNDz2p9XD6g78WgQdPG7Z3R0T%2FZ5dTM9lsL8Ktek7szl2L%2BgQwGgwkZHc2g5Su7NvVqwGy2Ua4KSXUwt1X4PaM5paaEu6jQ5zVFyNabxvUksVt2T%2F4VeamYPlLtffdQsk%2B2sUTY%2FzDXl%2F05W53%2FBz9UK3p7LjapZ2ZxOm%2BUlZXrL3HHGqO8%2BwVroDaCTTnTxitMxmiAAYQzVJQH%2Bnj3oIHnPaN6Zq6sNSLjBl8tKgVr2mj%2F9CWi9dnKca8rBQBsd5R1tzVlgrl5pbnPw6kZclCr2CHxMnHohLz%2B3KRQokzALyeIKFU1TNCiayJdoHvDYe7K6mZLm8S3uJ9dojuaJ62%2FqN%2FtjQxnSnhnKPw%2BLNrLi8ZKyJ3x1YhiI1aNAtP6NzCGzYv3DmaGh%2FLvQZnt0evgIhTFV0kE%2FPYxAnOHhCQUZdCWY5JWJwMzlAGl1mpNbDU7yyGnhRMILsYhH3VRAijrPcBU8%2FCj1Y9NY6cnGVW0CjTLaz7E3epvaT%2FLtTV72Rs%2B0WVVmd0dz%2FMGTI5F0OsIviaqDlbbO5X6xT3PeXbXHRtf%2Fz%2Bfdka%2BeKPr8KF7IF4vBsT9MFPuPJMBTBMq9hQxXelQ%2Bbewnf18ap4Ib%2BmSMrtDU5zqlD8QANa5MBGh%2FOwOvSDfcV2d66mfEWsbGWmIz6nsyZDWQSmqmxDneYyvjHPmRXHZxeueyRGLZzvRioKnGto9nIPkibAJA16adcOZRQr1iAP3bUyBR7T4RgAWTKxhkCYFwshq%2B7iV9r0whk50cmRcTg4fy5x4OmmNkHndIA2%2BYuMbmE9dwGYB4KFTsvnDE6Ah47r%2FfE3AYI%2BoXADpkdlENcZ8OZEEf8FFGZNxMs6ZLpG3SUFLL7Q2kcFU%2FA%2FJsw%2BvWDa%2F7emewLaoeibaF1B9qUNnuqWK3%2BUfXYVL1v%2FomD15xxeDkPnXTOKSVcCbDGtOu0YQNpGAP7U1HU58UrqGu8xIbHtkQ3LVhb7Dx46ET3Ffcm1q0YcOizNmf3bC3VjWfAcpSv3MyTlgJ23FHQgmgvk%2Bgk8pL0mcCDOn08MDAQlf%2B%2FSlTZ1z12fnqntOhbOTL9%2FZdevbAPN%2Byby1f%2FuUtC%2Fixm8ZBo59LTXEW060hGrTDplNprWd58fwB%2Fb%2FE27BdS%2Fs7U%2BrGVCeQ46nzaw9QccnmZerGZZs3Yw9aVHt%2BKh6HN4ti6lxIhT%2FwahnZtWwzlY9QHQ2c79C%2BdxzvVDKy8GqKWQERO9YAKbpsDUTLdWV5dE8PVPjvj9pqw7ah%2FPFVtkit7aj6G5xY9mfJrCz1j1e0BcnPol4UjtrCdbahIVtd2HaURujnFJR8CuOuUUfhrGhgKKgjCYNSvCc1WKlEp8wHUaAYynFNyzZn%2B2MnYv36dbMDBTonl%2FT%2Fma5IKAyEGz%2B4eRnVtaX6tss2o34u8mWorFtuFgm4A6qK%2Fyp%2FgLEBVat5WnPDdKA574ubuFJ%2FIUfZ%2FY2Nt6mN%2BZNNTSTaeI56gKwkXerTe9DDHUw8%2FH35FY3nNN7GGuBKWhrV9ep%2B0k1WjNWVaHkW1yA%2BQHWNu8rtBw2a5YXuE40rs7%2FGA%2Bj09V3hA98yRnFPOGr8ltGlsFdD%2F7tRce3LH6Trcneuiy7K7J3khKu%2B3qUaXPWaX7T6%2FKfj9BX2eZq2XAcZT79u1ClJzUtHUqfqSMWBcZS43Ena0cUGLgpkKxB1QM%2B0Fxz10wgg6r5rltnFpH05pepUq3Y2HfYqeKRntmUFNz%2BXmcOs1H31U6cC6RTVLfCg7RNBF1UF2%2FwBgu0fFQtPEU1sSg3VcNsR7dWq3af87tUFn1l3ltXpaJxpNvtcZkH2WmMst3JqRpxUH%2BWC0E1qOGtP66s1MYv%2BVLu8%2FXFXvV%2FZbunYYBeVN64ls0ur6NzpV9xzlmQwB5qC4Tq70WC0tk8dWJXeHvkD0h9zJOM0vD86%2F1NJMaIAolctvlByferCsqOKDKceOfUu1PsmoFCamV5mCrMUOCi6V6FJosMF22AcrKJgQDVhfYh6tepp%2FlYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm0MhG1%2Bx1SXwLpFi53b%2BaHRYo%2FIrbZtuWAKu5cSEXfybnnmUCaXGTpQr0xK2O2WWY76f%2BnAjNVf7nCZHU5XqIkTnpt6VtvsFlPXg1031g%2FVRdpkkyVpD7jnmax88QwDvg%2F66NnMRdRXTcGTmQc3cuINwN5IQqi0yzb%2BYFVHuVqI5s4ADfg5oE4ybDLd28mFSFmYvRoomsWXEdLU2Wl3GJy93ZNb%2Fd5gqmNaqJZSO1l6PVRy0nZIj%2F45EetjLguh1rLqR%2BSK0hO6NrsqcNX8zoUdjQYDJ7tb4os6%2Bi%2BY0qpY2AWlnLRDWdGFTfGY1gV0zNAtJ7pdo24se0D88AwLY%2FgZmE9iuP4V5v7CSR%2FRThaHLh%2BUeBkXwU6BC7lGOevK65udTv%2BtS%2FPfW7qj3ljTcj3b9OkbV85t8xsMj7Ddj7DGpthZKwKPvso%2Fc%2F1K9aLE12fMWLV1y1D9ua8lyJdWXr%2FbG%2BnoCFutf%2FmLILe39ITUV4igr3876fpX5g2zeB52sWnIL4fXHlgeUzOx5QfIvJQyrKQE9wHUqVq%2BPEaOrz0wVvNbJZVSfsuMzxN4l9PkedFzw9V5Dj%2BnzpgoT4ZxCxJfC5RWLc74YVHxKlExCYt0JAOMatREhHBSCAtSfod6x6Ls8HCWECLwXZ9nd5Dz1T24JUdWs6fU3%2B%2BfcnT49Qe%2BkBs%2BwdsMZgPXMp3U5S958snPP%2FEE7bvkOPCuTUDTUQ%2FUzirLhML9yPahoe1D5Fj5jWsaoveyP00PehdUAHk%2FseDVWsvDWXXXsyn%2F4wfpXc2V3%2FQxli3jl%2F5hj%2F83avSCfpTNxOEKLmTjxOEKuxgNlsQn0xgct724mhynupNW1Ph6o3RYS3%2F%2B2TJrzLlkFz%2Bip3qCHKf6eqW02QJLjBYuuj4sobhCWqa%2FYHGEHpcnumuWSOhxeaL7sOakNR6vvmo%2BYcfFA8UFXEPZf9UjyudIOyNwx%2Fi90DdsujS%2FFX2UAwvWSVK4NxaMhAGw3oowp%2Fuc8CTi7D2rBgZWwb%2F60faR7SPsEbjkXy4G0XaqhXPwe2cePjxjxuHD6ssQuR1fq6PF0E%2Bo2t1nePTn8TUmxz%2FA3crMoCc7egESuoTHYc7mYdg6etORoOhR7BBGD%2BqJopELrl4S6cJNRtEAsLP%2FOdvnJq0Wo0GolY2Et9VFB2Kf%2B4bZvVyxfOMz3WdFfSIryj6DwWghre7aQbdiDrkTL3A3vNDuDpk93HqXwam%2BbWmUJZfNn5ozKV5Pmmq8PF%2FjVY%2B2Tlk2M2RzSXKjmbQ4RZcQavEYrN%2F9rlXwtIQqzxQNMzPPfHYLvuPoO9TbT8bpGw5CQPGd%2BSyX%2FCyf0Vxjd2R9NmsunnXYa8xGHzn%2BsSfM5J0y0DZEXWWxkXjcR75KBLNLHi7XvX2G8VOrf4Ykg0AMdBESIpo7MgAfyakA6rkqpI6UjNs0px7cMV%2BD5BF49Tez1VGnYmq0WIijp985m4Sn2gJR9b07riPPFo97OYbUZbxJCpot7H%2FlpZBicglCPN7WOfJkcHqc3ElWqvvz%2F1E6bIQrG%2Btz6WkM1SM9FBTR7FSs8KyBBytSmNEoquJNFN5EQyTiCrnKDx1h58yxCepPHU5nxGoxEQeeOZi2m80DxNxncVhr6BmEfUarxejw%2BWSiHhWk19bSY7aKR5MsteblJpfTLtjimBouXsm3d3djjYM%2BwEW0El9dM%2FueVRWIsXwe43R7SgbVZqrnqoJ1X%2FkuF7pcgf8duv4q6vayV5U9zMV91GxO59UUjW8rHV6u799WzKMT7umRCXbYUKM%2BfoaCcwgaoqZUtmodV3p%2BX7akb4dnU9B9La38RPFUG2SCC90tVA4XwEFhyOpZZrUCsgWYHsczLFBBVGNtstoN1bw0Z%2BO4fYIbvZVt4EUcJEKOhHeincWqONw%2Bq6w5Go%2BWGOSR7LhKV%2BKBqbBPpfUvOf9QqkpDyVhBeyyZQGMsdA5FBUqvFMtUyGq9vjnsAJU4UcrxldP1CCaofyDkSAifoP5QwWx%2BSyUGxp75BzGAvtG7uQ38LehlyEQMeh0TeE6Bm7tYdXqdkt0uOb3kfYlNwmOdDyacOq%2FqlFo1v%2BPTmTi3E%2FglC9W11b34A22zmLzvb231Q0L2Bgg60OTW4YdstO%2BYOJnO38TtpH7zy9ymokWyA79qlVSn38HtpFlImFnhu3b4boNWXklOXV0Iwo7lQ1hrZyPFcwtjwFP7iEKSHSSJw509kh8kj6pr%2BH1jR7km9vcvqN9657vffefkv%2BfKxge1X%2B7RdjYUPIESN7gTvRkB%2FRMYtEkaVkdHApmdBPpnKmz0n1xSWFOyVIuLrinZwpoCRe6kyiVZoHX088F%2BUX4%2BWKS4iBTP0IWxGtZgOdMaV4KTayqHQF%2FVihBwTbgDXTCmKoOBJeNhwJMzEVjtjIFLuU38fPR7hqNG1JS7g%2FqRCuy3vmQ3W9Vu8qbVbP%2BSzazGRJH83MzP90Ck2m31mMjP8TiLn5uwD2Ugr2PFvPQjB5BnSJvQxGQZZEB%2BLopqzGzDbMmbkAPkZVJjeO5FzOSBKCgJze2ZS4Gemc9twrwY6u9H61iUQTcRvtdT9RW3t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AF4EewSUABgAAAETNjIXEyEyFgcFExYGJyUFBiY3EyUmNjMBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAyABYRMT%2Fp8RDPn%2BbxQLDPb3DAsUAZD7DBEAAv%2FTAF4EewSUABgAIgAAARM2MhcTITIWBwUTFgYnJQUGJjcTJSY2MwUjFwc3Fyc3IycBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAfPwxUrBw0rA6k4DIAFhExP%2BnxEM%2Bf5vFAsM9vcMCxQBkPsMEWSO4ouM5YzTAAABAAAAAASwBLAAJgAAATIWHQEUBiMVFBYXBR4BHQEUBiMhIiY9ATQ2NyU%2BAT0BIiY9ATQ2Alh8sD4mDAkBZgkMDwr7ggoPDAkBZgkMJj6wBLCwfPouaEsKFwbmBRcKXQoPDwpdChcF5gYXCktoLvp8sAAAAA0AAAAABLAETAAPABMAIwAnACsALwAzADcARwBLAE8AUwBXAAATITIWFREUBiMhIiY1ETQ2FxUzNSkBIgYVERQWMyEyNjURNCYzFTM1BRUzNSEVMzUFFTM1IRUzNQchIgYVERQWMyEyNjURNCYFFTM1IRUzNQUVMzUhFTM1GQR%2BCg8PCvuCCg8PVWQCo%2F3aCg8PCgImCg8Pc2T8GGQDIGT8GGQDIGTh%2FdoKDw8KAiYKDw%2F872QDIGT8GGQDIGQETA8K%2B%2BYKDw8KBBoKD2RkZA8K%2FqIKDw8KAV4KD2RkyGRkZGTIZGRkZGQPCv6iCg8PCgFeCg9kZGRkZMhkZGRkAAAEAAAAAARMBEwADwAfAC8APwAAEyEyFhURFAYjISImNRE0NikBMhYVERQGIyEiJjURNDYBITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NjIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR39vQGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHQRMHRX%2BcBUdHRUBkBUdHRX%2BcBUdHRUBkBUd%2FagdFf5wFR0dFQGQFR0dFf5wFR0dFQGQFR0AAAkAAAAABEwETAAPAB8ALwA%2FAE8AXwBvAH8AjwAAEzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2MsgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR0ETB0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHf5wHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0ABgAAAAAEsARMAA8AHwAvAD8ATwBfAAATMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYyyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHQRMHRXIFR0dFcgVHR0VyBUdHRXIFR3%2BcB0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHQAAAAABACYALAToBCAAFwAACQE2Mh8BFhQHAQYiJwEmND8BNjIfARYyAdECOwgUB7EICPzxBxUH%2FoAICLEHFAirBxYB3QI7CAixBxQI%2FPAICAGACBQHsQgIqwcAAQBuAG4EQgRCACMAAAEXFhQHCQEWFA8BBiInCQEGIi8BJjQ3CQEmND8BNjIXCQE2MgOIsggI%2FvUBCwgIsggVB%2F70%2FvQHFQiyCAgBC%2F71CAiyCBUHAQwBDAcVBDuzCBUH%2FvT%2B9AcVCLIICAEL%2FvUICLIIFQcBDAEMBxUIsggI%2FvUBDAcAAwAX%2F%2BsExQSZABkAJQBJAAAAMh4CFRQHARYUDwEGIicBBiMiLgI0PgEEIg4BFB4BMj4BNCYFMzIWHQEzMhYdARQGKwEVFAYrASImPQEjIiY9ATQ2OwE1NDYBmcSzgk1OASwICG0HFQj%2B1HeOYrSBTU2BAW%2BzmFhYmLOZWFj%2BvJYKD0sKDw8KSw8KlgoPSwoPDwpLDwSZTYKzYo15%2FtUIFQhsCAgBK01NgbTEs4JNWJmzmFhYmLOZIw8KSw8KlgoPSwoPDwpLDwqWCg9LCg8AAAMAF%2F%2FrBMUEmQAZACUANQAAADIeAhUUBwEWFA8BBiInAQYjIi4CND4BBCIOARQeATI%2BATQmBSEyFh0BFAYjISImPQE0NgGZxLOCTU4BLAgIbQcVCP7Ud45itIFNTYEBb7OYWFiYs5lYWP5YAV4KDw8K%2FqIKDw8EmU2Cs2KNef7VCBUIbAgIAStNTYG0xLOCTViZs5hYWJizmYcPCpYKDw8KlgoPAAAAAAIAFwAXBJkEsAAPAC0AAAEzMhYVERQGKwEiJjURNDYFNRYSFRQOAiIuAjU0EjcVDgEVFB4BMj4BNTQmAiZkFR0dFWQVHR0BD6fSW5vW6tabW9KnZ3xyxejFcnwEsB0V%2FnAVHR0VAZAVHeGmPv7ZuHXWm1tbm9Z1uAEnPqY3yHh0xXJyxXR4yAAEAGQAAASwBLAADwAfAC8APwAAATMyFhURFAYrASImNRE0NgEzMhYVERQGKwEiJjURNDYBMzIWFREUBisBIiY1ETQ2BTMyFh0BFAYrASImPQE0NgQBlgoPDwqWCg8P%2Ft6WCg8PCpYKDw%2F%2B3pYKDw8KlgoPD%2F7elgoPDwqWCg8PBLAPCvuCCg8PCgR%2BCg%2F%2BcA8K%2FRIKDw8KAu4KD%2F7UDwr%2BPgoPDwoBwgoPyA8K%2BgoPDwr6Cg8AAAAAAgAaABsElgSWAEcATwAAATIfAhYfATcWFwcXFh8CFhUUDwIGDwEXBgcnBwYPAgYjIi8CJi8BByYnNycmLwImNTQ%2FAjY%2FASc2Nxc3Nj8CNhIiBhQWMjY0AlghKSYFMS0Fhj0rUAMZDgGYBQWYAQ8YA1AwOIYFLDIFJisfISkmBTEtBYY8LFADGQ0ClwYGlwINGQNQLzqFBS0xBSYreLJ%2BfrJ%2BBJYFmAEOGQJQMDmGBSwxBiYrHiIoJgYxLAWGPSxRAxkOApcFBZcCDhkDUTA5hgUtMAYmKiAhKCYGMC0Fhj0sUAIZDgGYBf6ZfrF%2BfrEABwBkAAAEsAUUABMAFwAhACUAKQAtADEAAAEhMhYdASEyFh0BITU0NjMhNTQ2FxUhNQERFAYjISImNREXETMRMxEzETMRMxEzETMRAfQBLCk7ARMKD%2Fu0DwoBEzspASwBLDsp%2FUQpO2RkZGRkZGRkBRQ7KWQPCktLCg9kKTtkZGT%2B1PzgKTs7KQMgZP1EArz9RAK8%2FUQCvP1EArwAAQAMAAAFCATRAB8AABMBNjIXARYGKwERFAYrASImNREhERQGKwEiJjURIyImEgJsCBUHAmAIBQqvDwr6Cg%2F%2B1A8K%2BgoPrwoFAmoCYAcH%2FaAICv3BCg8PCgF3%2FokKDw8KAj8KAAIAZAAAA%2BgEsAARABcAAAERFBYzIREUBiMhIiY1ETQ2MwEjIiY9AQJYOykBLB0V%2FOAVHR0VA1L6FR0EsP5wKTv9dhUdHRUETBUd%2FnAdFfoAAwAXABcEmQSZAA8AGwAwAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBTMyFhURMzIWHQEUBisBIiY1ETQ2AePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnL%2BfDIKD68KDw8K%2BgoPDwSZW5vW6tabW1ub1urWmztyxejFcnLF6MUNDwr%2B7Q8KMgoPDwoBXgoPAAAAAAL%2FnAAABRQEsAALAA8AACkBAyMDIQEzAzMDMwEDMwMFFP3mKfIp%2FeYBr9EVohTQ%2Fp4b4BsBkP5wBLD%2B1AEs%2FnD%2B1AEsAAAAAAIAZAAABLAEsAAVAC8AAAEzMhYVETMyFgcBBiInASY2OwERNDYBMzIWFREUBiMhIiY1ETQ2OwEyFh0BITU0NgImyBUdvxQLDf65DSYN%2FrkNCxS%2FHQJUMgoPDwr75goPDwoyCg8DhA8EsB0V%2Fj4XEP5wEBABkBAXAcIVHfzgDwr%2BogoPDwoBXgoPDwqvrwoPAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUzMhYVETMyFgcDBiInAyY2OwERNDYB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv58lgoPiRUKDd8NJg3fDQoViQ8EmVub1urWm1tbm9bq1ps7csXoxXJyxejFDQ8K%2Fu0XEP7tEBABExAXARMKDwAAAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiUTFgYrAREUBisBIiY1ESMiJjcTNjIB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv7n3w0KFYkPCpYKD4kVCg3fDSYEmVub1urWm1tbm9bq1ps7csXoxXJyxejFAf7tEBf%2B7QoPDwoBExcQARMQAAAAAAIAAAAABLAEsAAZADkAABMhMhYXExYVERQGBwYjISImJyY1EzQ3Ez4BBSEiBgcDBhY7ATIWHwEeATsBMjY%2FAT4BOwEyNicDLgHhAu4KEwO6BwgFDBn7tAweAgYBB7kDEwKX%2FdQKEgJXAgwKlgoTAiYCEwr6ChMCJgITCpYKDAJXAhIEsA4K%2FXQYGf5XDB4CBggEDRkBqRkYAowKDsgOC%2F4%2BCw4OCpgKDg4KmAoODgsBwgsOAAMAFwAXBJkEmQAPABsAJwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUXFhQPAQYmNRE0NgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJy%2Fov9ERH9EBgYBJlbm9bq1ptbW5vW6tabO3LF6MVycsXoxV2%2BDCQMvgwLFQGQFQsAAQAXABcEmQSwACgAAAE3NhYVERQGIyEiJj8BJiMiDgEUHgEyPgE1MxQOAiIuAjQ%2BAjMyA7OHBwsPCv6WCwQHhW2BdMVycsXoxXKWW5vW6tabW1ub1nXABCSHBwQL%2FpYKDwsHhUxyxejFcnLFdHXWm1tbm9bq1ptbAAAAAAIAFwABBJkEsAAaADUAAAE3NhYVERQGIyEiJj8BJiMiDgEVIzQ%2BAjMyEzMUDgIjIicHBiY1ETQ2MyEyFg8BFjMyPgEDs4cHCw8L%2FpcLBAeGboF0xXKWW5vWdcDrllub1nXAnIYHCw8LAWgKBQiFboJ0xXIEJIcHBAv%2BlwsPCweGS3LFdHXWm1v9v3XWm1t2hggFCgFoCw8LB4VMcsUAAAAKAGQAAASwBLAADwAfAC8APwBPAF8AbwB%2FAI8AnwAAEyEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0NgczMhYdARQGKwEiJj0BNDYzITIWHQEUBiMhIiY9ATQ2BzMyFh0BFAYrASImPQE0NjMhMhYdARQGIyEiJj0BNDYHMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0Nn0EGgoPDwr75goPDwPA%2FK4KDw8KA1IKDw%2F9CDIKDw8KMgoPD9IBwgoPDwr%2BPgoPD74yCg8PCjIKDw%2FSAcIKDw8K%2Fj4KDw%2B%2BMgoPDwoyCg8P0gHCCg8PCv4%2BCg8PvjIKDw8KMgoPD9IBwgoPDwr%2BPgoPDwSwDwr7ggoPDwoEfgoPyA8K%2FK4KDw8KA1IKD2QPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKDwAAAAACAAAAAARMBLAAGQAjAAABNTQmIyEiBh0BIyIGFREUFjMhMjY1ETQmIyE1NDY7ATIWHQEDhHVT%2FtRSdmQpOzspA4QpOzsp%2FageFMgUHgMgyFN1dlLIOyn9qCk7OykCWCk7lhUdHRWWAAIAZAAABEwETAAJADcAABMzMhYVESMRNDYFMhcWFREUBw4DIyIuAScuAiMiBwYjIicmNRE%2BATc2HgMXHgIzMjc2fTIKD2QPA8AEBRADIUNAMRwaPyonKSxHHlVLBwgGBQ4WeDsXKC4TOQQpLUUdZ1AHBEwPCvvNBDMKDzACBhH%2BWwYGO1AkDQ0ODg8PDzkFAwcPAbY3VwMCAwsGFAEODg5XCAAAAwAAAAAEsASXACEAMQBBAAAAMh4CFREUBisBIiY1ETQuASAOARURFAYrASImNRE0PgEDMzIWFREUBisBIiY1ETQ2ITMyFhURFAYrASImNRE0NgHk6N6jYw8KMgoPjeT%2B%2BuSNDwoyCg9joyqgCAwMCKAIDAwCYKAIDAwIoAgMDASXY6PedP7UCg8PCgEsf9FyctF%2F%2FtQKDw8KASx03qP9wAwI%2FjQIDAwIAcwIDAwI%2FjQIDAwIAcwIDAAAAAACAAAA0wRHA90AFQA5AAABJTYWFREUBiclJisBIiY1ETQ2OwEyBTc2Mh8BFhQPARcWFA8BBiIvAQcGIi8BJjQ%2FAScmND8BNjIXAUEBAgkMDAn%2B%2FhUZ%2BgoPDwr6GQJYeAcUByIHB3h4BwciBxQHeHgHFAciBwd3dwcHIgcUBwMurAYHCv0SCgcGrA4PCgFeCg%2BEeAcHIgcUB3h4BxQHIgcHd3cHByIHFAd4eAcUByIICAAAAAACAAAA0wNyA90AFQAvAAABJTYWFREUBiclJisBIiY1ETQ2OwEyJTMWFxYVFAcGDwEiLwEuATc2NTQnJjY%2FATYBQQECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcDLqwGBwr9EgoHBqwODwoBXgoPZAEJgaGafwkBAQYXBxMIZ36EaggUBxYFAAAAAAMAAADEBGID7AAbADEASwAAATMWFxYVFAYHBgcjIi8BLgE3NjU0JicmNj8BNgUlNhYVERQGJyUmKwEiJjURNDY7ATIlMxYXFhUUBwYPASIvAS4BNzY1NCcmNj8BNgPHAwsGh0RABwoDCQcqCAIGbzs3BgIJKgf9ggECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcD7AEJs9lpy1QJAQYiBhQIlrJarEcJFAYhBb6sBgcK%2FRIKBwasDg8KAV4KD2QBCYGhmn8JAQEGFwcTCGd%2BhGoIFQYWBQAAAAANAAAAAASwBLAACQAVABkAHQAhACUALQA7AD8AQwBHAEsATwAAATMVIxUhFSMRIQEjFTMVIREjESM1IQURIREhESERBSM1MwUjNTMBMxEhETM1MwEzFSMVIzUjNTM1IzUhBREhEQcjNTMFIzUzASM1MwUhNSEB9GRk%2FnBkAfQCvMjI%2FtTIZAJY%2B7QBLAGQASz84GRkArxkZP1EyP4MyGQB9MhkyGRkyAEs%2FUQBLGRkZAOEZGT%2BDGRkAfT%2B1AEsA4RkZGQCWP4MZMgBLAEsyGT%2B1AEs%2FtQBLMhkZGT%2BDP4MAfRk%2FtRkZGRkyGTI%2FtQBLMhkZGT%2B1GRkZAAAAAAJAAAAAASwBLAAAwAHAAsADwATABcAGwAfACMAADcjETMTIxEzASMRMxMjETMBIxEzASE1IRcjNTMXIzUzBSM1M2RkZMhkZAGQyMjIZGQBLMjI%2FOD%2B1AEsyGRkyGRkASzIyMgD6PwYA%2Bj8GAPo%2FBgD6PwYA%2Bj7UGRkW1tbW1sAAAIAAAAKBKYEsAANABUAAAkBFhQHAQYiJwETNDYzBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAUM7Uzs7UzsEsP1WCBQI%2FjAICAKqAdsKD807O1Q7OwAAAAADAAAACgXSBLAADQAZACEAAAkBFhQHAQYiJwETNDYzIQEWFAcBBiIvAQkBBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAwYCqggI%2FjAIFAg4Aaj9RP7TO1M7O1M7BLD9VggUCP4wCAgCqgHbCg%2F9VggUCP4wCAg4AaoCvM07O1Q7OwAAAAABAGQAAASwBLAAJgAAASEyFREUDwEGJjURNCYjISIPAQYWMyEyFhURFAYjISImNRE0PwE2ASwDOUsSQAgKDwr9RBkSQAgFCgK8Cg8PCvyuCg8SixIEsEv8fBkSQAgFCgO2Cg8SQAgKDwr8SgoPDwoDzxkSixIAAAABAMj%2F%2FwRMBLAACgAAEyEyFhURCQERNDb6AyAVHf4%2B%2Fj4dBLAdFfuCAbz%2BQwR%2FFR0AAAAAAwAAAAAEsASwABUARQBVAAABISIGBwMGHwEeATMhMjY%2FATYnAy4BASMiBg8BDgEjISImLwEuASsBIgYVERQWOwEyNj0BNDYzITIWHQEUFjsBMjY1ETQmASEiBg8BBhYzITI2LwEuAQM2%2FkQLEAFOBw45BhcKAcIKFwY%2BDgdTARABVpYKFgROBBYK%2FdoKFgROBBYKlgoPDwqWCg8PCgLuCg8PCpYKDw%2F%2Bsf4MChMCJgILCgJYCgsCJgITBLAPCv7TGBVsCQwMCWwVGAEtCg%2F%2BcA0JnAkNDQmcCQ0PCv12Cg8PCpYKDw8KlgoPDwoCigoP%2FagOCpgKDg4KmAoOAAAAAAQAAABkBLAETAAdACEAKQAxAAABMzIeAh8BMzIWFREUBiMhIiY1ETQ2OwE%2BBAEVMzUEIgYUFjI2NCQyFhQGIiY0AfTIOF00JAcGlik7Oyn8GCk7OymWAgknM10ByGT%2Bz76Hh76H%2Fu9WPDxWPARMKTs7FRQ7Kf2oKTs7KQJYKTsIG0U1K%2F7UZGRGh76Hh74IPFY8PFYAAAAAAgA1AAAEsASvACAAIwAACQEWFx4BHwEVITUyNi8BIQYHBh4CMxUhNTY3PgE%2FAQEDIQMCqQGBFCgSJQkK%2Fl81LBFS%2Fnk6IgsJKjIe%2FpM4HAwaBwcBj6wBVKIEr%2FwaMioTFQECQkJXLd6RWSIuHAxCQhgcDCUNDQPu%2FVoByQAAAAADAGQAAAPwBLAAJwAyADsAAAEeBhUUDgMjITU%2BATURNC4EJzUFMh4CFRQOAgclMzI2NTQuAisBETMyNjU0JisBAvEFEzUwOyodN1htbDD%2BDCk7AQYLFyEaAdc5dWM%2BHy0tEP6Pi05pESpTPnbYUFJ9Xp8CgQEHGB0zOlIuQ3VONxpZBzMoAzsYFBwLEAkHRwEpSXNDM1s6KwkxYUopOzQb%2FK5lUFqBAAABAMgAAANvBLAAGQAAARcOAQcDBhYXFSE1NjcTNjQuBCcmJzUDbQJTQgeECSxK%2Fgy6Dq0DAw8MHxUXDQYEsDkTNSj8uTEoBmFhEFIDQBEaExAJCwYHAwI5AAAAAAL%2FtQAABRQEsAAlAC8AAAEjNC4FKwERFBYfARUhNTI%2BAzURIyIOBRUjESEFIxEzByczESM3BRQyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj7m0tLfX1LS30DhBUgFQ4IAwH8rhYZAQJkZAEFCRUOA1IBAwgOFSAVASzI%2FOCnpwMgpwACACH%2FtQSPBLAAJQAvAAABIzQuBSsBERQWHwEVITUyPgM1ESMiDgUVIxEhEwc1IRUnNxUhNQRMMggLGRMmGBnIMhkZ%2FnAEDiIaFsgZGCYTGQsIMgPoQ6f84KenAyADhBUgFQ4IAwH9dhYZAQJkZAEFCRUOAooBAwgOFSAVASz7gn1LS319S0sABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyAlgVHR0V%2FagVHR0VA%2BgVHR0V%2FBgVHR0VAyAVHR0V%2FOAVHR0VBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYDITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NgMhMhYdARQGIyEiJj0BNDb6ArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR3dArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AAAE1NDYzITIWHQEUBiMhIiYBNTQ2MyEyFh0BFAYjISImEzU0NjMhMhYdARQGIyEiJgE1NDYzITIWHQEUBiMhIiYB9B0VAlgVHR0V%2FagVHf5wHRUD6BUdHRX8GBUdyB0VAyAVHR0V%2FOAVHf7UHRUETBUdHRX7tBUdA7ZkFR0dFWQVHR3%2B6WQVHR0VZBUdHf7pZBUdHRVkFR0d%2FulkFR0dFWQVHR0AAAQAAAAABLAETAAPAB8ALwA%2FAAATITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2MgRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dBEwdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAgAAAAABLAETAAPAB8ALwA%2FAE8AXwBvAH8AABMzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2MmQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR0ETB0VZBUdHRVkFR0dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdHRVkFR0dFWQVHf7UHRVkFR0dFWQVHR0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0dFWQVHR0VZBUdAAAG%2F5wAAASwBEwAAwATACMAKgA6AEoAACEjETsCMhYdARQGKwEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2BQc1IzUzNQUhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2AZBkZJZkFR0dFWQVHR0VAfQVHR0V%2FgwVHR3%2B%2BqfIyAHCASwVHR0V%2FtQVHR0VAlgVHR0V%2FagVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR36fUtkS68dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAAABgAAAAAFFARMAA8AEwAjACoAOgBKAAATMzIWHQEUBisBIiY9ATQ2ASMRMwEhMhYdARQGIyEiJj0BNDYFMxUjFSc3BSEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyZBUdHRVkFR0dA2dkZPyuAfQVHR0V%2FgwVHR0EL8jIp6f75gEsFR0dFf7UFR0dFQJYFR0dFf2oFR0dBEwdFWQVHR0VZBUd%2B7QETP7UHRVkFR0dFWQVHchkS319rx0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0AAAAAAgAAAMgEsAPoAA8AEgAAEyEyFhURFAYjISImNRE0NgkCSwLuHywsH%2F0SHywsBIT%2B1AEsA%2BgsH%2F12HywsHwKKHyz9RAEsASwAAwAAAAAEsARMAA8AFwAfAAATITIWFREUBiMhIiY1ETQ2FxE3BScBExEEMhYUBiImNCwEWBIaGhL7qBIaGkr3ASpKASXs%2FNJwTk5wTgRMGhL8DBIaGhID9BIaZP0ftoOcAT7%2B4AH0dE5vT09vAAAAAAIA2wAFBDYEkQAWAB4AAAEyHgEVFAcOAQ8BLgQnJjU0PgIWIgYUFjI2NAKIdcZzRkWyNjYJIV5YbSk8RHOft7eCgreCBJF4ynVzj23pPz4IIWZomEiEdVijeUjDgriBgbgAAAACABcAFwSZBJkADwAXAAAAMh4CFA4CIi4CND4BAREiDgEUHgEB4%2BrWm1tbm9bq1ptbW5sBS3TFcnLFBJlbm9bq1ptbW5vW6tab%2FG8DVnLF6MVyAAACAHUAAwPfBQ8AGgA1AAABHgYVFA4DBy4DNTQ%2BBQMOAhceBBcWNj8BNiYnLgInJjc2IyYCKhVJT1dOPiUzVnB9P1SbfEokP0xXUEm8FykoAwEbITEcExUWAgYCCQkFEikMGiACCAgFD0iPdXdzdYdFR4BeRiYEBTpjl1lFh3ZzeHaQ%2Ff4hS4I6JUEnIw4IBwwQIgoYBwQQQSlZtgsBAAAAAwAAAAAEywRsAAwAKgAvAAABNz4CHgEXHgEPAiUhMhcHISIGFREUFjMhMjY9ATcRFAYjISImNRE0NgkBBzcBA%2BhsAgYUFR0OFgoFBmz9BQGQMje7%2FpApOzspAfQpO8i7o%2F5wpbm5Azj%2BlqE3AWMD9XMBAgIEDw4WKgsKc8gNuzsp%2FgwpOzsptsj%2BtKW5uaUBkKW5%2Ftf%2BljKqAWMAAgAAAAAEkwRMABsANgAAASEGByMiBhURFBYzITI2NTcVFAYjISImNRE0NgUBFhQHAQYmJzUmDgMHPgY3NT4BAV4BaaQ0wyk7OykB9Ck7yLml%2FnClubkCfwFTCAj%2BrAcLARo5ZFRYGgouOUlARioTAQsETJI2Oyn%2BDCk7OymZZ6W5uaUBkKW5G%2F7TBxUH%2Fs4GBAnLAQINFjAhO2JBNB0UBwHSCgUAAAAAAgAAAAAEnQRMAB0ANQAAASEyFwchIgYVERQWMyEyNj0BNxUUBiMhIiY1ETQ2CQE2Mh8BFhQHAQYiLwEmND8BNjIfARYyAV4BXjxDsv6jKTs7KQH0KTvIuaX%2BcKW5uQHKAYsHFQdlBwf97QcVB%2FgHB2UHFQdvCBQETBexOyn%2BDCk7OylFyNulubmlAZCluf4zAYsHB2UHFQf97AcH%2BAcVB2UHB28HAAAAAQAKAAoEpgSmADsAAAkBNjIXARYGKwEVMzU0NhcBFhQHAQYmPQEjFTMyFgcBBiInASY2OwE1IxUUBicBJjQ3ATYWHQEzNSMiJgE%2BAQgIFAgBBAcFCqrICggBCAgI%2FvgICsiqCgUH%2FvwIFAj%2B%2BAgFCq%2FICgj%2B%2BAgIAQgICsivCgUDlgEICAj%2B%2BAgKyK0KBAf%2B%2FAcVB%2F73BwQKrcgKCP74CAgBCAgKyK0KBAcBCQcVBwEEBwQKrcgKAAEAyAAAA4QETAAZAAATMzIWFREBNhYVERQGJwERFAYrASImNRE0NvpkFR0B0A8VFQ%2F%2BMB0VZBUdHQRMHRX%2BSgHFDggV%2FBgVCA4Bxf5KFR0dFQPoFR0AAAABAAAAAASwBEwAIwAAEzMyFhURATYWFREBNhYVERQGJwERFAYnAREUBisBIiY1ETQ2MmQVHQHQDxUB0A8VFQ%2F%2BMBUP%2FjAdFWQVHR0ETB0V%2FkoBxQ4IFf5KAcUOCBX8GBUIDgHF%2FkoVCA4Bxf5KFR0dFQPoFR0AAAABAJ0AGQSwBDMAFQAAAREUBicBERQGJwEmNDcBNhYVEQE2FgSwFQ%2F%2BMBUP%2FhQPDwHsDxUB0A8VBBr8GBUIDgHF%2FkoVCA4B4A4qDgHgDggV%2FkoBxQ4IAAAAAQDIABYEMwQ2AAsAABMBFhQHAQYmNRE0NvMDLhIS%2FNISGRkEMv4OCx4L%2Fg4LDhUD6BUOAAIAyABkA4QD6AAPAB8AABMzMhYVERQGKwEiJjURNDYhMzIWFREUBisBIiY1ETQ2%2BsgVHR0VyBUdHQGlyBUdHRXIFR0dA%2BgdFfzgFR0dFQMgFR0dFfzgFR0dFQMgFR0AAAEAyABkBEwD6AAPAAABERQGIyEiJjURNDYzITIWBEwdFfzgFR0dFQMgFR0DtvzgFR0dFQMgFR0dAAAAAAEAAAAZBBMEMwAVAAABETQ2FwEWFAcBBiY1EQEGJjURNDYXAfQVDwHsDw%2F%2BFA8V%2FjAPFRUPAmQBthUIDv4gDioO%2FiAOCBUBtv47DggVA%2BgVCA4AAAH%2F%2FgACBLMETwAjAAABNzIWFRMUBiMHIiY1AwEGJjUDAQYmNQM0NhcBAzQ2FwEDNDYEGGQUHgUdFWQVHQL%2BMQ4VAv4yDxUFFQ8B0gIVDwHSAh0ETgEdFfwYFR0BHRUBtf46DwkVAbX%2BOQ4JFAPoFQkP%2Fj4BthQJDv49AbYVHQAAAQEsAAAD6ARMABkAAAEzMhYVERQGKwEiJjURAQYmNRE0NhcBETQ2A1JkFR0dFWQVHf4wDxUVDwHQHQRMHRX8GBUdHRUBtv47DggVA%2BgVCA7%2BOwG2FR0AAAIAZADIBLAESAALABsAAAkBFgYjISImNwE2MgEhMhYdARQGIyEiJj0BNDYCrgH1DwkW%2B%2B4WCQ8B9Q8q%2FfcD6BUdHRX8GBUdHQQ5%2FeQPFhYPAhwP%2FUgdFWQVHR0VZBUdAAEAiP%2F8A3UESgAFAAAJAgcJAQN1%2FqABYMX92AIoA4T%2Bn%2F6fxgIoAiYAAAAAAQE7%2F%2FwEKARKAAUAAAkBJwkBNwQo%2FdnGAWH%2Bn8YCI%2F3ZxgFhAWHGAAIAFwAXBJkEmQAPADMAAAAyHgIUDgIiLgI0PgEFIyIGHQEjIgYdARQWOwEVFBY7ATI2PQEzMjY9ATQmKwE1NCYB4%2BrWm1tbm9bq1ptbW5sBfWQVHZYVHR0Vlh0VZBUdlhUdHRWWHQSZW5vW6tabW1ub1urWm7odFZYdFWQVHZYVHR0Vlh0VZBUdlhUdAAAAAAIAFwAXBJkEmQAPAB8AAAAyHgIUDgIiLgI0PgEBISIGHQEUFjMhMjY9ATQmAePq1ptbW5vW6tabW1ubAkX%2BDBUdHRUB9BUdHQSZW5vW6tabW1ub1urWm%2F5%2BHRVkFR0dFWQVHQACABcAFwSZBJkADwAzAAAAMh4CFA4CIi4CND4BBCIPAScmIg8BBhQfAQcGFB8BFjI%2FARcWMj8BNjQvATc2NC8BAePq1ptbW5vW6tabW1ubAeUZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0JCXh4CQmNBJlbm9bq1ptbW5vW6tabrQl4eAkJjQkZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0AAgAXABcEmQSZAA8AJAAAADIeAhQOAiIuAjQ%2BAQEnJiIPAQYUHwEWMjcBNjQvASYiBwHj6tabW1ub1urWm1tbmwEVVAcVCIsHB%2FIHFQcBdwcHiwcVBwSZW5vW6tabW1ub1urWm%2F4xVQcHiwgUCPEICAF3BxUIiwcHAAAAAAMAFwAXBJkEmQAPADsASwAAADIeAhQOAiIuAjQ%2BAQUiDgMVFDsBFjc%2BATMyFhUUBgciDgUHBhY7ATI%2BAzU0LgMTIyIGHQEUFjsBMjY9ATQmAePq1ptbW5vW6tabW1ubAT8dPEIyIRSDHgUGHR8UFw4TARkOGhITDAIBDQ6tBx4oIxgiM0Q8OpYKDw8KlgoPDwSZW5vW6tabW1ub1urWm5ELHi9PMhkFEBQQFRIXFgcIBw4UHCoZCBEQKDhcNi9IKhsJ%2FeMPCpYKDw8KlgoPAAADABcAFwSZBJkADwAfAD4AAAAyHgIUDgIiLgI0PgEFIyIGHQEUFjsBMjY9ATQmAyMiBh0BFBY7ARUjIgYdARQWMyEyNj0BNCYrARE0JgHj6tabW1ub1urWm1tbmwGWlgoPDwqWCg8PCvoKDw8KS0sKDw8KAV4KDw8KSw8EmVub1urWm1tbm9bq1ptWDwqWCg8PCpYKD%2F7UDwoyCg%2FIDwoyCg8PCjIKDwETCg8AAgAAAAAEsASwAC8AXwAAATMyFh0BHgEXMzIWHQEUBisBDgEHFRQGKwEiJj0BLgEnIyImPQE0NjsBPgE3NTQ2ExUUBisBIiY9AQ4BBzMyFh0BFAYrAR4BFzU0NjsBMhYdAT4BNyMiJj0BNDY7AS4BAg2WCg9nlxvCCg8PCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw%2B5DwqWCg9EZheoCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmBLAPCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw8KlgoPZ5cbwgoP%2Fs2oCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmRA8KlgoPRGYAAwAXABcEmQSZAA8AGwA%2FAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBxcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyAePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnKaQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwdABxUHfHwHFQSZW5vW6tabW1ub1urWmztyxejFcnLF6MVaQAcVB3x8BxUHQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwAAAAMAFwAXBJkEmQAPABsAMAAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcXFhQHAQYiLwEmND8BNjIfATc2MgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJyg2oHB%2F7ACBQIyggIagcVB0%2FFBxUEmVub1urWm1tbm9bq1ps7csXoxXJyxejFfWoHFQf%2BvwcHywcVB2oICE%2FFBwAAAAMAFwAXBJkEmQAPABgAIQAAADIeAhQOAiIuAjQ%2BAQUiDgEVFBcBJhcBFjMyPgE1NAHj6tabW1ub1urWm1tbmwFLdMVyQQJLafX9uGhzdMVyBJlbm9bq1ptbW5vW6tabO3LFdHhpAktB0P24PnLFdHMAAAAAAQAXAFMEsAP5ABUAABMBNhYVESEyFh0BFAYjIREUBicBJjQnAgoQFwImFR0dFf3aFxD99hACRgGrDQoV%2Ft0dFcgVHf7dFQoNAasNJgAAAAABAAAAUwSZA%2FkAFQAACQEWFAcBBiY1ESEiJj0BNDYzIRE0NgJ%2FAgoQEP32EBf92hUdHRUCJhcD8f5VDSYN%2FlUNChUBIx0VyBUdASMVCgAAAAEAtwAABF0EmQAVAAAJARYGIyERFAYrASImNREhIiY3ATYyAqoBqw0KFf7dHRXIFR3%2B3RUKDQGrDSYEif32EBf92hUdHRUCJhcQAgoQAAAAAQC3ABcEXQSwABUAAAEzMhYVESEyFgcBBiInASY2MyERNDYCJsgVHQEjFQoN%2FlUNJg3%2BVQ0KFQEjHQSwHRX92hcQ%2FfYQEAIKEBcCJhUdAAABAAAAtwSZBF0AFwAACQEWFAcBBiY1EQ4DBz4ENxE0NgJ%2FAgoQEP32EBdesKWBJAUsW4fHfhcEVf5VDSYN%2FlUNChUBIwIkRHVNabGdcUYHAQYVCgACAAAAAASwBLAAFQArAAABITIWFREUBi8BBwYiLwEmND8BJyY2ASEiJjURNDYfATc2Mh8BFhQPARcWBgNSASwVHRUOXvkIFAhqBwf5Xg4I%2FiH%2B1BUdFQ5e%2BQgUCGoHB%2FleDggEsB0V%2FtQVCA5e%2BQcHaggUCPleDhX7UB0VASwVCA5e%2BQcHaggUCPleDhUAAAACAEkASQRnBGcAFQArAAABFxYUDwEXFgYjISImNRE0Nh8BNzYyASEyFhURFAYvAQcGIi8BJjQ%2FAScmNgP2agcH%2BV4OCBX%2B1BUdFQ5e%2BQgU%2FQwBLBUdFQ5e%2BQgUCGoHB%2FleDggEYGoIFAj5Xg4VHRUBLBUIDl75B%2F3xHRX%2B1BUIDl75BwdqCBQI%2BV4OFQAAAAADABcAFwSZBJkADwAfAC8AAAAyHgIUDgIiLgI0PgEFIyIGFxMeATsBMjY3EzYmAyMiBh0BFBY7ATI2PQE0JgHj6tabW1ub1urWm1tbmwGz0BQYBDoEIxQ2FCMEOgQYMZYKDw8KlgoPDwSZW5vW6tabW1ub1urWm7odFP7SFB0dFAEuFB3%2BDA8KlgoPDwqWCg8AAAAABQAAAAAEsASwAEkAVQBhAGgAbwAAATIWHwEWHwEWFxY3Nj8BNjc2MzIWHwEWHwIeATsBMhYdARQGKwEiBh0BIREjESE1NCYrASImPQE0NjsBMjY1ND8BNjc%2BBAUHBhY7ATI2LwEuAQUnJgYPAQYWOwEyNhMhIiY1ESkBERQGIyERAQQJFAUFFhbEFQ8dCAsmxBYXERUXMA0NDgQZCAEPCj0KDw8KMgoP%2FnDI%2FnAPCjIKDw8KPQsOCRkFDgIGFRYfAp2mBwQK2woKAzMDEP41sQgQAzMDCgrnCwMe%2FokKDwGQAlgPCv6JBLAEAgIKDXYNCxUJDRZ2DQoHIREQFRh7LAkLDwoyCg8PCq8BLP7UrwoPDwoyCg8GBQQwgBkUAwgWEQ55ogcKDgqVCgSqnQcECo8KDgr8cg8KAXf%2BiQoPAZAAAAAAAgAAAAwErwSmACsASQAAATYWFQYCDgQuAScmByYOAQ8BBiY1NDc%2BATc%2BAScuAT4BNz4GFyYGBw4BDwEOBAcOARY2Nz4CNz4DNz4BBI0IGgItQmxhi2KORDg9EQQRMxuZGhYqCFUYEyADCQIQOjEnUmFch3vAJQgdHyaiPT44XHRZUhcYDhItIRmKcVtGYWtbKRYEBKYDEwiy%2Ft3IlVgxEQgLCwwBAQIbG5kYEyJAJghKFRE8Hzdff4U%2FM0o1JSMbL0QJGCYvcSEhHjZST2c1ODwEJygeW0AxJUBff1UyFAABAF0AHgRyBM8ATwAAAQ4BHgQXLgc%2BATceAwYHDgQHBicmNzY3PgQuAScWDgMmJy4BJyY%2BBDcGHgM3PgEuAicmPgMCjScfCic4R0IgBBsKGAoQAwEJEg5gikggBhANPkpTPhZINx8SBgsNJysiCRZOQQoVNU1bYC9QZwICBAUWITsoCAYdJzIYHw8YIiYHDyJJYlkEz0OAZVxEOSQMBzgXOB42IzElKRIqg5Gnl0o3Z0c6IAYWCwYNAwQFIDhHXGF1OWiqb0sdBxUknF0XNTQ8PEUiNWNROBYJDS5AQVUhVZloUSkAAAAAA%2F%2FcAGoE1ARGABsAPwBRAAAAMh4FFA4FIi4FND4EBSYGFxYVFAYiJjU0NzYmBwYHDgEXHgQyPgM3NiYnJgUHDgEXFhcWNj8BNiYnJicuAQIGpJ17bk85HBw6T257naKde25POhwcOU9uewIPDwYIGbD4sBcIBw5GWg0ECxYyWl%2BDiINfWjIWCwQMWv3%2FIw8JCSU4EC0OIw4DDywtCyIERi1JXGJcSSpJXGJcSS0tSVxiXEkqSVxiXEncDwYTOT58sLB8OzcTBg9FcxAxEiRGXkQxMEVeRSQSMRF1HiQPLxJEMA0EDyIPJQ8sSRIEAAAABP%2FcAAAE1ASwABQAJwA7AEwAACEjNy4ENTQ%2BBTMyFzczEzceARUUDgMHNz4BNzYmJyYlBgcOARceBBc3LgE1NDc2JhcHDgEXFhcWNj8CJyYnLgECUJQfW6l2WSwcOU9ue51SPUEglCYvbIknUGqYUi5NdiYLBAw2%2FVFGWg0ECxIqSExoNSlrjxcIB3wjDwkJJTgQLQ4MFgMsLQsieBRhdHpiGxVJXGJcSS0Pef5StVXWNBpacm5jGq0xiD8SMRFGckVzEDESHjxRQTkNmhKnbjs3EwZwJA8vEkQwDQQPC1YELEkSBAAAAAP%2FngAABRIEqwALABgAKAAAJwE2FhcBFgYjISImJSE1NDY7ATIWHQEhAQczMhYPAQ4BKwEiJi8BJjZaAoIUOBQCghUbJfryJRsBCgFZDwqWCg8BWf5DaNAUGAQ6BCMUNhQjBDoEGGQEKh8FIfvgIEdEhEsKDw8KSwLT3x0U%2FBQdHRT8FB0AAAABAGQAFQSwBLAAKAAAADIWFREBHgEdARQGJyURFh0BFAYvAQcGJj0BNDcRBQYmPQE0NjcBETQCTHxYAWsPFhgR%2FplkGhPNzRMaZP6ZERgWDwFrBLBYPv6t%2FrsOMRQpFA0M%2Bf75XRRAFRAJgIAJEBVAFF0BB%2FkMDRQpFDEOAUUBUz4AAAARAAAAAARMBLAAHQAnACsALwAzADcAOwA%2FAEMARwBLAE8AUwBXAFsAXwBjAAABMzIWHQEzMhYdASE1NDY7ATU0NjsBMhYdASE1NDYBERQGIyEiJjURFxUzNTMVMzUzFTM1MxUzNTMVMzUFFTM1MxUzNTMVMzUzFTM1MxUzNQUVMzUzFTM1MxUzNTMVMzUzFTM1A1JkFR0yFR37tB0VMh0VZBUdAfQdAQ8dFfwYFR1kZGRkZGRkZGRk%2FHxkZGRkZGRkZGT8fGRkZGRkZGRkZASwHRUyHRWWlhUdMhUdHRUyMhUd%2FnD9EhUdHRUC7shkZGRkZGRkZGRkyGRkZGRkZGRkZGTIZGRkZGRkZGRkZAAAAAMAAAAZBXcElwAZACUANwAAARcWFA8BBiY9ASMBISImPQE0NjsBATM1NDYBBycjIiY9ATQ2MyEBFxYUDwEGJj0BIyc3FzM1NDYEb%2FkPD%2FkOFZ%2F9qP7dFR0dFdECWPEV%2FamNetEVHR0VASMDGvkPD%2FkOFfG1jXqfFQSN5g4qDuYOCBWW%2FagdFWQVHQJYlhUI%2FpiNeh0VZBUd%2Fk3mDioO5g4IFZa1jXqWFQgAAAABAAAAAASwBEwAEgAAEyEyFhURFAYjIQERIyImNRE0NmQD6Ck7Oyn9rP7QZCk7OwRMOyn9qCk7%2FtQBLDspAlgpOwAAAAMAZAAABEwEsAAJABMAPwAAEzMyFh0BITU0NiEzMhYdASE1NDYBERQOBSIuBTURIRUUFRwBHgYyPgYmNTQ9AZbIFR3%2B1B0C0cgVHf7UHQEPBhgoTGacwJxmTCgYBgEsAwcNFB8nNkI2Jx8TDwUFAQSwHRX6%2BhUdHRX6%2BhUd%2FnD%2B1ClJalZcPigoPlxWakkpASz6CRIVKyclIRsWEAgJEBccISUnKhURCPoAAAAB%2F%2F8A1ARMA8IABQAAAQcJAScBBEzG%2Fp%2F%2Bn8UCJwGbxwFh%2Fp%2FHAicAAQAAAO4ETQPcAAUAAAkCNwkBBE392v3ZxgFhAWEDFf3ZAifH%2Fp8BYQAAAAAC%2F1EAZAVfA%2BgAFAApAAABITIWFREzMhYPAQYiLwEmNjsBESElFxYGKwERIRchIiY1ESMiJj8BNjIBlALqFR2WFQgO5g4qDuYOCBWW%2FoP%2BHOYOCBWWAYHX%2FRIVHZYVCA7mDioD6B0V%2FdkVDvkPD%2FkOFQGRuPkOFf5wyB0VAiYVDvkPAAABAAYAAASeBLAAMAAAEzMyFh8BITIWBwMOASMhFyEyFhQGKwEVFAYiJj0BIRUUBiImPQEjIiYvAQMjIiY0NjheERwEJgOAGB4FZAUsIf2HMAIXFR0dFTIdKh3%2B1B0qHR8SHQYFyTYUHh4EsBYQoiUY%2FiUVK8gdKh0yFR0dFTIyFR0dFTIUCQoDwR0qHQAAAAACAAAAAASwBEwACwAPAAABFSE1MzQ2MyEyFhUFIREhBLD7UMg7KQEsKTv9RASw%2B1AD6GRkKTs7Kcj84AACAAAAAAXcBEwADAAQAAATAxEzNDYzITIWFSEVBQEhAcjIyDspASwqOgH0ASz%2B1PtQASwDIP5wAlgpOzspyGT9RAK8AAEBRQAAA2sErwAbAAABFxYGKwERMzIWDwEGIi8BJjY7AREjIiY%2FATYyAnvmDggVlpYVCA7mDioO5g4IFZaWFQgO5g4qBKD5DhX9pxUO%2BQ8P%2BQ4VAlkVDvkPAAAAAQABAUQErwNrABsAAAEXFhQPAQYmPQEhFRQGLwEmND8BNhYdASE1NDYDqPkODvkPFf2oFQ%2F5Dg75DxUCWBUDYOUPKQ%2FlDwkUl5cUCQ%2FlDykP5Q8JFZWVFQkAAAAEAAAAAASwBLAACQAZAB0AIQAAAQMuASMhIgYHAwUhIgYdARQWMyEyNj0BNCYFNTMVMzUzFQSRrAUkFP1gFCQFrAQt%2FBgpOzspA%2BgpOzv%2Bq2RkZAGQAtwXLSgV%2FR1kOylkKTs7KWQpO8hkZGRkAAAAA%2F%2BcAGQEsARMAAsAIwAxAAAAMhYVERQGIiY1ETQDJSMTFgYjIisBIiYnAj0BNDU0PgE7ASUBFSIuAz0BND4CNwRpKh0dKh1k%2FV0mLwMRFQUCVBQdBDcCCwzIAqP8GAQOIhoWFR0dCwRMHRX8rhUdHRUDUhX8mcj%2B7BAIHBUBUQ76AgQQDw36%2FtT6AQsTKRwyGigUDAEAAAACAEoAAARmBLAALAA1AAABMzIWDwEeARcTFzMyFhQGBw4EIyIuBC8BLgE0NjsBNxM%2BATcnJjYDFjMyNw4BIiYCKV4UEgYSU3oPP3YRExwaEggeZGqfTzl0XFU%2BLwwLEhocExF2Pw96UxIGEyQyNDUxDDdGOASwFRMlE39N%2FrmtHSkoBwQLHBYSCg4REg4FBAgoKR2tAUdNfhQgExr7vgYGMT09AAEAFAAUBJwEnAAXAAABNwcXBxcHFycHJwcnBzcnNyc3Jxc3FzcDIOBO6rS06k7gLZubLeBO6rS06k7gLZubA7JO4C2bmy3gTuq0tOpO4C2bmy3gTuq0tAADAAAAZASwBLAAIQAtAD0AAAEzMhYdAQchMhYdARQHAw4BKwEiJi8BIyImNRE0PwI%2BARcPAREzFzMTNSE3NQEzMhYVERQGKwEiJjURNDYCijIoPBwBSCg8He4QLBf6B0YfHz0tNxSRYA0xG2SWZIjW%2Bv4%2BMv12ZBUdHRVkFR0dBLBRLJZ9USxkLR3%2BqBghMhkZJCcBkCQbxMYcKGTU1f6JZAF3feGv%2FtQdFf4MFR0dFQH0FR0AAAAAAwAAAAAEsARMACAAMAA8AAABMzIWFxMWHQEUBiMhFh0BFAYrASImLwImNRE0NjsBNgUzMhYVERQGKwEiJjURNDYhByMRHwEzNSchNQMCWPoXLBDuHTwo%2FrgcPCgyGzENYJEUNy09fP3pZBUdHRVkFR0dAl%2BIZJZkMjIBwvoETCEY%2FqgdLWQsUXYHlixRKBzGxBskAZAnJGRkHRX%2BDBUdHRUB9BUdZP6J1dSv4X0BdwADAAAAZAUOBE8AGwA3AEcAAAElNh8BHgEPASEyFhQGKwEDDgEjISImNRE0NjcXERchEz4BOwEyNiYjISoDLgQnJj8BJwUzMhYVERQGKwEiJjURNDYBZAFrHxZuDQEMVAEuVGxuVGqDBhsP%2FqoHphwOOmQBJYMGGw%2FLFRMSFv44AgoCCQMHAwUDAQwRklb9T2QVHR0VZBUdHQNp5hAWcA0mD3lMkE7%2BrRUoog0CDRElCkj%2BCVkBUxUoMjIBAgIDBQIZFrdT5B0V%2FgwVHR0VAfQVHQAAAAP%2FnABkBLAETwAdADYARgAAAQUeBBURFAYjISImJwMjIiY0NjMhJyY2PwE2BxcWBw4FKgIjIRUzMhYXEyE3ESUFMzIWFREUBisBIiY1ETQ2AdsBbgIIFBANrAf%2Bqg8bBoNqVW1sVAEuVQsBDW4WSpIRDAIDBQMHAwkDCgH%2BJd0PHAaCASZq%2FqoCUGQVHR0VZBUdHQRP5gEFEBEXC%2F3zDaIoFQFTTpBMeQ8mDXAWrrcWGQIFAwICAWQoFf6tWQH37OQdFf4MFR0dFQH0FR0AAAADAGEAAARMBQ4AGwA3AEcAAAAyFh0BBR4BFREUBiMhIiYvAQMmPwE%2BAR8BETQXNTQmBhURHAMOBAcGLwEHEyE3ESUuAQMhMhYdARQGIyEiJj0BNDYB3pBOAVMVKKIN%2FfMRJQoJ5hAWcA0mD3nGMjIBAgIDBQIZFrdT7AH3Wf6tFSiWAfQVHR0V%2FgwVHR0FDm5UaoMGGw%2F%2BqgemHA4OAWsfFm4NAQxUAS5U1ssVExIW%2FjgCCgIJAwcDBQMBDBGSVv6tZAElgwYb%2FQsdFWQVHR0VZBUdAAP%2F%2FQAGA%2BgFFAAPAC0ASQAAASEyNj0BNCYjISIGHQEUFgEVFAYiJjURBwYmLwEmNxM%2BBDMhMhYVERQGBwEDFzc2Fx4FHAIVERQWNj0BNDY3JREnAV4B9BUdHRX%2BDBUdHQEPTpBMeQ8mDXAWEOYBBRARFwsCDQ2iKBX9iexTtxYZAgUDAgIBMjIoFQFTWQRMHRVkFR0dFWQVHfzmalRubFQBLlQMAQ1uFh8BawIIEw8Mpgf%2Bqg8bBgHP%2Fq1WkhEMAQMFAwcDCQIKAv44FhITFcsPGwaDASVkAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBJSYGHQEhIgYdARQWMyEVFBY3JTY0AeLs1ptbW5vW7NabW1ubAob%2B7RAX%2Fu0KDw8KARMXEAETEASaW5vW7NabW1ub1uzWm%2F453w0KFYkPCpYKD4kVCg3fDSYAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgENAQYUFwUWNj0BITI2PQE0JiMhNTQmAeLs1ptbW5vW7NabW1ubASX%2B7RAQARMQFwETCg8PCv7tFwSaW5vW7NabW1ub1uzWm%2BjfDSYN3w0KFYkPCpYKD4kVCgAAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBAyYiBwMGFjsBERQWOwEyNjURMzI2AeLs1ptbW5vW7NabW1ubAkvfDSYN3w0KFYkPCpYKD4kVCgSaW5vW7NabW1ub1uzWm%2F5AARMQEP7tEBf%2B7QoPDwoBExcAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEFIyIGFREjIgYXExYyNxM2JisBETQmAeLs1ptbW5vW7NabW1ubAZeWCg%2BJFQoN3w0mDd8NChWJDwSaW5vW7NabW1ub1uzWm7sPCv7tFxD%2B7RAQARMQFwETCg8AAAMAGAAYBJgEmAAPAJYApgAAADIeAhQOAiIuAjQ%2BASUOAwcGJgcOAQcGFgcOAQcGFgcUFgcyHgEXHgIXHgI3Fg4BFx4CFxQGFBcWNz4CNy4BJy4BJyIOAgcGJyY2NS4BJzYuAQYHBicmNzY3HgIXHgMfAT4CJyY%2BATc%2BAzcmNzIWMjY3LgMnND4CJiceAT8BNi4CJwYHFB4BFS4CJz4BNxYyPgEB5OjVm1xcm9Xo1ZtcXJsBZA8rHDoKDz0PFD8DAxMBAzEFCRwGIgEMFhkHECIvCxU%2FOR0HFBkDDRQjEwcFaHUeISQDDTAMD0UREi4oLBAzDwQBBikEAQMLGhIXExMLBhAGKBsGBxYVEwYFAgsFAwMNFwQGCQcYFgYQCCARFwkKKiFBCwQCAQMDHzcLDAUdLDgNEiEQEgg%2FKhADGgMKEgoRBJhcm9Xo1ZtcXJvV6NWbEQwRBwkCAwYFBycPCxcHInIWInYcCUcYChQECA4QBAkuHgQPJioRFRscBAcSCgwCch0kPiAIAQcHEAsBAgsLIxcBMQENCQIPHxkCFBkdHB4QBgEBBwoMGBENBAMMJSAQEhYXDQ4qFBkKEhIDCQsXJxQiBgEOCQwHAQ0DBAUcJAwSCwRnETIoAwEJCwsLJQcKDBEAAAAAAQAAAAIErwSFABYAAAE2FwUXNxYGBw4BJwEGIi8BJjQ3ASY2AvSkjv79kfsGUE08hjv9rA8rD28PDwJYIk8EhVxliuh%2BWYcrIgsW%2FawQEG4PKxACV2XJAAYAAABgBLAErAAPABMAIwAnADcAOwAAEyEyFh0BFAYjISImPQE0NgUjFTMFITIWHQEUBiMhIiY9ATQ2BSEVIQUhMhYdARQGIyEiJj0BNDYFIRUhZAPoKTs7KfwYKTs7BBHIyPwYA%2BgpOzsp%2FBgpOzsEEf4MAfT8GAPoKTs7KfwYKTs7BBH%2B1AEsBKw7KWQpOzspZCk7ZGTIOylkKTs7KWQpO2RkyDspZCk7OylkKTtkZAAAAAIAZAAABEwEsAALABEAABMhMhYUBiMhIiY0NgERBxEBIZYDhBUdHRX8fBUdHQI7yP6iA4QEsB0qHR0qHf1E%2FtTIAfQB9AAAAAMAAABkBLAEsAAXABsAJQAAATMyFh0BITIWFREhNSMVIRE0NjMhNTQ2FxUzNQEVFAYjISImPQEB9MgpOwEsKTv%2BDMj%2BDDspASw7KcgB9Dsp%2FBgpOwSwOylkOyn%2BcGRkAZApO2QpO2RkZP1EyCk7OynIAAAABAAAAAAEsASwABUAKwBBAFcAABMhMhYPARcWFA8BBiIvAQcGJjURNDYpATIWFREUBi8BBwYiLwEmND8BJyY2ARcWFA8BFxYGIyEiJjURNDYfATc2MgU3NhYVERQGIyEiJj8BJyY0PwE2MhcyASwVCA5exwcHaggUCMdeDhUdAzUBLBUdFQ5exwgUCGoHB8deDgj%2BL2oHB8deDggV%2FtQVHRUOXscIFALLXg4VHRX%2B1BUIDl7HBwdqCBQIBLAVDl7HCBQIagcHx14OCBUBLBUdHRX%2B1BUIDl7HBwdqCBQIx14OFf0maggUCMdeDhUdFQEsFQgOXscHzl4OCBX%2B1BUdFQ5exwgUCGoHBwAAAAYAAAAABKgEqAAPABsAIwA7AEMASwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiQyFhQGIiY0JDIWFAYjIicHFhUUBiImNTQ2PwImNTQEMhYUBiImNCQyFhQGIiY0Advy3Z9fX5%2Fd8t2gXl6gAcbgv29vv%2BC%2Fb2%2F%2BLS0gIC0gAUwtICAWDg83ETNIMykfegEJ%2FoctICAtIAIdLSAgLSAEqF%2Bf3fLdoF5eoN3y3Z9Xb7%2Fgv29vv%2BC%2FBiAtISEtICAtIQqRFxwkMzMkIDEFfgEODhekIC0gIC0gIC0gIC0AAf%2FYAFoEuQS8AFsAACUBNjc2JicmIyIOAwcABw4EFx4BMzI3ATYnLgEjIgcGBwEOASY0NwA3PgEzMhceARcWBgcOBgcGIyImJyY2NwE2NzYzMhceARcWBgcBDgEnLgECIgHVWwgHdl8WGSJBMD8hIP6IDx4eLRMNBQlZN0ozAiQkEAcdEhoYDRr%2Bqw8pHA4BRyIjQS4ODyw9DQ4YIwwod26La1YOOEBGdiIwGkQB%2F0coW2tQSE5nDxE4Qv4eDyoQEAOtAdZbZWKbEQQUGjIhH%2F6JDxsdNSg3HT5CMwIkJCcQFBcMGv6uDwEcKQ4BTSIjIQEINykvYyMLKnhuiWZMBxtAOU6%2BRAH%2FSBg3ISSGV121Qv4kDwIPDyYAAAACAGQAWASvBEQAGQBEAAABPgIeAhUUDgMHLgQ1ND4CHgEFIg4DIi4DIyIGFRQeAhcWFx4EMj4DNzY3PgQ1NCYCiTB7eHVYNkN5hKg%2BPqeFeEM4WnZ4eQEjIT8yLSohJyktPyJDbxtBMjMPBw86KzEhDSIzKUAMBAgrKT8dF2oDtURIBS1TdkA5eYB%2FslVVsn%2BAeTlAdlMtBUgtJjY1JiY1NiZvTRc4SjQxDwcOPCouGBgwKEALBAkpKkQqMhNPbQACADn%2F8gR3BL4AFwAuAAAAMh8BFhUUBg8BJi8BNycBFwcvASY0NwEDNxYfARYUBwEGIi8BJjQ%2FARYfAQcXAQKru0KNQjgiHR8uEl%2F3%2FnvUaRONQkIBGxJpCgmNQkL%2B5UK6Qo1CQjcdLhJf9wGFBL5CjUJeKmsiHTUuEl%2F4%2FnvUahKNQrpCARv%2BRmkICY1CukL%2B5UJCjUK7Qjc3LxFf%2BAGFAAAAAAMAyAAAA%2BgEsAARABUAHQAAADIeAhURFAYjISImNRE0PgEHESERACIGFBYyNjQCBqqaZDo7Kf2oKTs8Zj4CWP7%2FVj09Vj0EsB4uMhX8Ryk7OykDuRUzLar9RAK8%2FRY9Vj09VgABAAAAAASwBLAAFgAACQEWFAYiLwEBEScBBRMBJyEBJyY0NjIDhgEbDx0qDiT%2B6dT%2BzP7oywEz0gEsAQsjDx0qBKH%2B5g8qHQ8j%2FvX%2B1NL%2BzcsBGAE01AEXJA4qHQAAAAADAScAEQQJBOAAMgBAAEsAAAEVHgQXIy4DJxEXHgQVFAYHFSM1JicuASczHgEXEScuBDU0PgI3NRkBDgMVFB4DFxYXET4ENC4CArwmRVI8LAKfBA0dMydAIjxQNyiym2SWVygZA4sFV0obLkJOMCAyVWg6HSoqFQ4TJhkZCWgWKTEiGBkzNwTgTgUTLD9pQiQuLBsH%2Fs0NBxMtPGQ%2Bi6oMTU8QVyhrVk1iEAFPCA4ZLzlYNkZwSCoGTf4SARIEDh02Jh0rGRQIBgPQ%2FsoCCRYgNEM0JRkAAAABAGQAZgOUBK0ASgAAATIeARUjNC4CIyIGBwYVFB4BFxYXMxUjFgYHBgc%2BATM2FjMyNxcOAyMiLgEHDgEPASc%2BBTc%2BAScjNTMmJy4CPgE3NgIxVJlemSc8OxolVBQpGxoYBgPxxQgVFS02ImIWIIwiUzUyHzY4HCAXanQmJ1YYFzcEGAcTDBEJMAwk3aYXFQcKAg4tJGEErVCLTig%2FIhIdFSw5GkowKgkFZDKCHj4yCg8BIh6TExcIASIfBAMaDAuRAxAFDQsRCjePR2QvORQrREFMIVgAAAACABn%2F%2FwSXBLAADwAfAAABMzIWDwEGIi8BJjY7AREzBRcWBisBESMRIyImPwE2MgGQlhUIDuYOKg7mDggVlsgCF%2BYOCBWWyJYVCA7mDioBLBYO%2Bg8P%2Bg4WA4QQ%2BQ4V%2FHwDhBUO%2BQ8AAAQAGf%2F%2FA%2BgEsAAHABcAGwAlAAABIzUjFSMRIQEzMhYPAQYiLwEmNjsBETMFFTM1EwczFSE1NyM1IQPoZGRkASz9qJYVCA7mDioO5g4IFZbIAZFkY8jI%2FtTIyAEsArxkZAH0%2FHwWDvoPD%2FoOFgOEZMjI%2FRL6ZJb6ZAAAAAAEABn%2F%2FwPoBLAADwAZACEAJQAAATMyFg8BBiIvASY2OwERMwUHMxUhNTcjNSERIzUjFSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAljIyP7UyMgBLGRkZAEsx2QBLBYO%2Bg8P%2Bg4WA4SW%2BmSW%2BmT7UGRkAfRkyMgAAAAEABn%2F%2FwRMBLAADwAVABsAHwAAATMyFg8BBiIvASY2OwERMwEjESM1MxMjNSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAlhkZMhkZMgBLMdkASwWDvoPD%2FoOFgOE%2FgwBkGT7UGQBkGTIyAAAAAAEABn%2F%2FwRMBLAADwAVABkAHwAAATMyFg8BBiIvASY2OwERMwEjNSMRIQcVMzUDIxEjNTMBkJYVCA7mDioO5g4IFZbIArxkyAEsx2QBZGTIASwWDvoPD%2FoOFgOE%2FgxkAZBkyMj7tAGQZAAAAAAFABn%2F%2FwSwBLAADwATABcAGwAfAAABMzIWDwEGIi8BJjY7AREzBSM1MxMhNSETITUhEyE1IQGQlhUIDuYOKg7mDggVlsgB9MjIZP7UASxk%2FnABkGT%2BDAH0ASwWDvoPD%2FoOFgOEyMj%2BDMj%2BDMj%2BDMgABQAZ%2F%2F8EsASwAA8AEwAXABsAHwAAATMyFg8BBiIvASY2OwERMwUhNSEDITUhAyE1IQMjNTMBkJYVCA7mDioO5g4IFZbIAyD%2BDAH0ZP5wAZBk%2FtQBLGTIyAEsFg76Dw%2F6DhYDhMjI%2FgzI%2FgzI%2FgzIAAIAAAAABEwETAAPAB8AAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmAV4BkKK8u6P%2BcKW5uQJn%2FgwpOzspAfQpOzsETLuj%2FnClubmlAZClucg7Kf4MKTs7KQH0KTsAAAAAAwAAAAAETARMAA8AHwArAAABITIWFREUBiMhIiY1ETQ2BSEiBhURFBYzITI2NRE0JgUXFhQPAQYmNRE0NgFeAZClubml%2FnCju7wCZP4MKTs7KQH0KTs7%2Fm%2F9ERH9EBgYBEy5pf5wpbm5pQGQo7vIOyn%2BDCk7OykB9Ck7gr4MJAy%2BDAsVAZAVCwAAAAADAAAAAARMBEwADwAfACsAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFg8BBiIvASY2AV4BkKO7uaX%2BcKW5uQJn%2FgwpOzspAfQpOzv%2BFQGQFQsMvgwkDL4MCwRMvKL%2BcKW5uaUBkKO7yDsp%2FgwpOzspAfQpO8gYEP0REf0QGAAAAAMAAAAABEwETAAPAB8AKwAAASEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFFxYGIyEiJj8BNjIBXgGQpbm5pf5wo7u5Amf%2BDCk7OykB9Ck7O%2F77vgwLFf5wFQsMvgwkBEy5pf5wo7u8ogGQpbnIOyn%2BDCk7OykB9Ck7z%2F0QGBgQ%2FREAAAAAAgAAAAAFFARMAB8ANQAAASEyFhURFAYjISImPQE0NjMhMjY1ETQmIyEiJj0BNDYHARYUBwEGJj0BIyImPQE0NjsBNTQ2AiYBkKW5uaX%2BcBUdHRUBwik7Oyn%2BPhUdHb8BRBAQ%2FrwQFvoVHR0V%2BhYETLml%2FnCluR0VZBUdOykB9Ck7HRVkFR3p%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgAAAQDZAAID1wSeACMAAAEXFgcGAgclMhYHIggBBwYrAScmNz4BPwEhIicmNzYANjc2MwMZCQgDA5gCASwYEQ4B%2Fvf%2B8wQMDgkJCQUCUCcn%2FtIXCAoQSwENuwUJEASeCQoRC%2F5TBwEjEv7K%2FsUFDwgLFQnlbm4TFRRWAS%2FTBhAAAAACAAAAAAT%2BBEwAHwA1AAABITIWHQEUBiMhIgYVERQWMyEyFh0BFAYjISImNRE0NgUBFhQHAQYmPQEjIiY9ATQ2OwE1NDYBXgGQFR0dFf4%2BKTs7KQHCFR0dFf5wpbm5AvEBRBAQ%2FrwQFvoVHR0V%2BhYETB0VZBUdOyn%2BDCk7HRVkFR25pQGQpbnp%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgACAAAAAASwBLAAFQAxAAABITIWFREUBi8BAQYiLwEmNDcBJyY2ASMiBhURFBYzITI2PQE3ERQGIyEiJjURNDYzIQLuAZAVHRUObf7IDykPjQ8PAThtDgj%2B75wpOzspAfQpO8i7o%2F5wpbm5pQEsBLAdFf5wFQgObf7IDw%2BNDykPAThtDhX%2B1Dsp%2FgwpOzsplMj%2B1qW5uaUBkKW5AAADAA4ADgSiBKIADwAbACMAAAAyHgIUDgIiLgI0PgEEIg4BFB4BMj4BNCYEMhYUBiImNAHh7tmdXV2d2e7ZnV1dnQHD5sJxccLmwnFx%2FnugcnKgcgSiXZ3Z7tmdXV2d2e7ZnUdxwubCcXHC5sJzcqBycqAAAAMAAAAABEwEsAAVAB8AIwAAATMyFhURMzIWBwEGIicBJjY7ARE0NgEhMhYdASE1NDYFFTM1AcLIFR31FAoO%2FoEOJw3%2BhQ0JFfod%2FoUD6BUd%2B7QdA2dkBLAdFf6iFg%2F%2BVg8PAaoPFgFeFR38fB0V%2BvoVHWQyMgAAAAMAAAAABEwErAAVAB8AIwAACQEWBisBFRQGKwEiJj0BIyImNwE%2BAQEhMhYdASE1NDYFFTM1AkcBeg4KFfQiFsgUGPoUCw4Bfw4n%2FfkD6BUd%2B7QdA2dkBJ7%2BTQ8g%2BhQeHRX6IQ8BrxAC%2FH8dFfr6FR1kMjIAAwAAAAAETARLABQAHgAiAAAJATYyHwEWFAcBBiInASY0PwE2MhcDITIWHQEhNTQ2BRUzNQGMAXEHFQeLBwf98wcVB%2F7cBweLCBUH1APoFR37tB0DZ2QC0wFxBweLCBUH%2FfMICAEjCBQIiwcH%2FdIdFfr6FR1kMjIABAAAAAAETASbAAkAGQAjACcAABM3NjIfAQcnJjQFNzYWFQMOASMFIiY%2FASc3ASEyFh0BITU0NgUVMzWHjg4qDk3UTQ4CFtIOFQIBHRX9qxUIDtCa1P49A%2BgVHfu0HQNnZAP%2Fjg4OTdRMDyqa0g4IFf2pFB4BFQ7Qm9T9Oh0V%2BvoVHWQyMgAAAAQAAAAABEwEsAAPABkAIwAnAAABBR4BFRMUBi8BByc3JyY2EwcGIi8BJjQ%2FAQEhMhYdASE1NDYFFTM1AV4CVxQeARUO0JvUm9IOCMNMDyoOjg4OTf76A%2BgVHfu0HQNnZASwAgEdFf2rFQgO0JrUmtIOFf1QTQ4Ojg4qDk3%2BWB0V%2BvoVHWQyMgACAAT%2F7ASwBK8ABQAIAAAlCQERIQkBFQEEsP4d%2Fsb%2BcQSs%2FTMCq2cBFP5xAacDHPz55gO5AAAAAAIAAABkBEwEsAAVABkAAAERFAYrAREhESMiJjURNDY7AREhETMHIzUzBEwdFZb9RJYVHR0V%2BgH0ZMhkZAPo%2FK4VHQGQ%2FnAdFQPoFB7%2B1AEsyMgAAAMAAABFBN0EsAAWABoALwAAAQcBJyYiDwEhESMiJjURNDY7AREhETMHIzUzARcWFAcBBiIvASY0PwE2Mh8BATYyBEwC%2FtVfCRkJlf7IlhUdHRX6AfRkyGRkAbBqBwf%2BXAgUCMoICGoHFQdPASkHFQPolf7VXwkJk%2F5wHRUD6BQe%2FtQBLMjI%2Fc5qBxUH%2FlsHB8sHFQdqCAhPASkHAAMAAAANBQcEsAAWABoAPgAAAREHJy4BBwEhESMiJjURNDY7AREhETMHIzUzARcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyBExnhg8lEP72%2FreWFR0dFfoB9GTIZGQB9kYPD4ODDw9GDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykD6P7zZ4YPAw7%2B9v5wHRUD6BQe%2FtQBLMjI%2FYxGDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykPRg8Pg4MPAAADAAAAFQSXBLAAFQAZAC8AAAERISIGHQEhESMiJjURNDY7AREhETMHIzUzEzMyFh0BMzIWDwEGIi8BJjY7ATU0NgRM%2FqIVHf4MlhUdHRX6AfRkyGRklmQVHZYVCA7mDioO5g4IFZYdA%2Bj%2B1B0Vlv5wHRUD6BQe%2FtQBLMjI%2FagdFfoVDuYODuYOFfoVHQAAAAADAAAAAASXBLAAFQAZAC8AAAERJyYiBwEhESMiJjURNDY7AREhETMHIzUzExcWBisBFRQGKwEiJj0BIyImPwE2MgRMpQ4qDv75%2Fm6WFR0dFfoB9GTIZGTr5g4IFZYdFWQVHZYVCA7mDioD6P5wpQ8P%2Fvf%2BcB0VA%2BgUHv7UASzIyP2F5Q8V%2BhQeHhT6FQ%2FlDwADAAAAyASwBEwACQATABcAABMhMhYdASE1NDYBERQGIyEiJjURExUhNTIETBUd%2B1AdBJMdFfu0FR1kAZAETB0VlpYVHf7U%2FdoVHR0VAib%2B1MjIAAAGAAMAfQStBJcADwAZAB0ALQAxADsAAAEXFhQPAQYmPQEhNSE1NDYBIyImPQE0NjsBFyM1MwE3NhYdASEVIRUUBi8BJjQFIzU7AjIWHQEUBisBA6f4Dg74DhX%2BcAGQFf0vMhUdHRUyyGRk%2FoL3DhUBkP5wFQ73DwOBZGRkMxQdHRQzBI3mDioO5g4IFZbIlhUI%2FoUdFWQVHcjI%2FcvmDggVlsiWFQgO5g4qecgdFWQVHQAAAAACAGQAAASwBLAAFgBRAAABJTYWFREUBisBIiY1ES4ENRE0NiUyFh8BERQOAg8BERQGKwEiJjURLgQ1ETQ%2BAzMyFh8BETMRPAE%2BAjMyFh8BETMRND4DA14BFBklHRXIFR0EDiIaFiX%2B4RYZAgEVHR0LCh0VyBUdBA4iGhYBBwoTDRQZAgNkBQkVDxcZAQFkAQUJFQQxdBIUH%2FuuFR0dFQGNAQgbHzUeAWcfRJEZDA3%2BPhw%2FMSkLC%2F5BFR0dFQG%2FBA8uLkAcAcICBxENCxkMDf6iAV4CBxENCxkMDf6iAV4CBxENCwABAGQAAASwBEwAMwAAARUiDgMVERQWHwEVITUyNjURIREUFjMVITUyPgM1ETQmLwE1IRUiBhURIRE0JiM1BLAEDiIaFjIZGf5wSxn%2BDBlL%2FnAEDiIaFjIZGQGQSxkB9BlLBEw4AQUKFA78iBYZAQI4OA0lAYr%2BdiUNODgBBQoUDgN4FhkBAjg4DSX%2BdgGKJQ04AAAABgAAAAAETARMAAwAHAAgACQAKAA0AAABITIWHQEjBTUnITchBSEyFhURFAYjISImNRE0NhcVITUBBTUlBRUhNQUVFAYjIQchJyE3MwKjAXcVHWn%2B2cj%2BcGQBd%2F4lASwpOzsp%2FtQpOzspASwCvP5wAZD8GAEsArwdFf6JZP6JZAGQyGkD6B0VlmJiyGTIOyn%2BDCk7OykB9Ck7ZMjI%2FveFo4XGyMhm%2BBUdZGTIAAEAEAAQBJ8EnwAmAAATNzYWHwEWBg8BHgEXNz4BHwEeAQ8BBiIuBicuBTcRohEuDosOBhF3ZvyNdxEzE8ATBxGjAw0uMUxPZWZ4O0p3RjITCwED76IRBhPCFDERdo78ZXYRBA6IDi8RogEECBUgNUNjO0qZfHNVQBAAAAACAAAAAASwBEwAIwBBAAAAMh4EHwEVFAYvAS4BPQEmIAcVFAYPAQYmPQE%2BBRIyHgIfARUBHgEdARQGIyEiJj0BNDY3ATU0PgIB%2FLimdWQ%2FLAkJHRTKFB2N%2FsKNHRTKFB0DDTE7ZnTKcFImFgEBAW0OFR0V%2B7QVHRUOAW0CFiYETBUhKCgiCgrIFRgDIgMiFZIYGJIVIgMiAxgVyAQNJyQrIP7kExwcCgoy%2FtEPMhTUFR0dFdQUMg8BLzIEDSEZAAADAAAAAASwBLAADQAdACcAAAEHIScRMxUzNTMVMzUzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYETMj9qMjIyMjIyPyuArwVHR0VDIn8SokMFR0dswRMFR37UB0CvMjIAfTIyMjI%2FOAdKh1kZB0qHf7UHRUyMhUdAAAAAwBkAAAEsARMAAkAEwAdAAABIyIGFREhETQmASMiBhURIRE0JgEhETQ2OwEyFhUCvGQpOwEsOwFnZCk7ASw7%2FRv%2B1DspZCk7BEw7KfwYA%2BgpO%2F7UOyn9RAK8KTv84AGQKTs7KQAAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQURByMRMwcRMxHIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkyMhkZARMsHz%2BDHywsHwB9HywyP1EArzIZP7UZGQBLGT%2B1GQB9GT%2B1AEsAAAABf%2BcAAAEsARMAA8AEwAfACUAKQAAEyEyFhURFAYjISImNRE0NhcRIREBIzUjFSMRMxUzNTMFEQcjETMHETMRyAK8fLCwfP1EfLCwGAOE%2FgxkZGRkZGQBkGTIyGRkBEywfP4MfLCwfAH0fLDI%2FUQCvP2oyMgB9MjIZP7UZAH0ZP7UASwABP%2BcAAAEsARMAA8AEwAbACMAABMhMhYVERQGIyEiJjURNDYXESERBSMRMxUhESEFIxEzFSERIcgCvHywsHz9RHywsBgDhP4MyMj%2B1AEsAZDIyP7UASwETLB8%2Fgx8sLB8AfR8sMj9RAK8yP7UZAH0ZP7UZAH0AAAABP%2BcAAAEsARMAA8AEwAWABkAABMhMhYVERQGIyEiJjURNDYXESERAS0BDQERyAK8fLCwfP1EfLCwGAOE%2Fgz%2B1AEsAZD%2B1ARMsHz%2BDHywsHwB9HywyP1EArz%2BDJaWlpYBLAAAAAX%2FnAAABLAETAAPABMAFwAgACkAABMhMhYVERQGIyEiJjURNDYXESERAyERIQcjIgYVFBY7AQERMzI2NTQmI8gCvHywsHz9RHywsBgDhGT9RAK8ZIImOTYpgv4Mgik2OSYETLB8%2Fgx8sLB8AfR8sMj9RAK8%2FagB9GRWQUFUASz%2B1FRBQVYAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkZMjIZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yGT%2B1GRkASz%2BDAGQZP4MZAAG%2F5wAAASwBEwADwATABkAHwAjACcAABMhMhYVERQGIyEiJjURNDYXESERBTMRIREzASMRIzUzBRUzNQEjNTPIArx8sLB8%2FUR8sLAYA4T9RMj%2B1GQCWGRkyP2oZAEsZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yP5wAfT%2BDAGQZMjIyP7UZAAF%2F5wAAASwBEwADwATABwAIgAmAAATITIWFREUBiMhIiY1ETQ2FxEhEQEHIzU3NSM1IQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMdkx8gBLAGQZGTIx2RkBEywfP4MfLCwfAH0fLDI%2FUQCvP5wyDLIlmT%2BDAGQZP4MZAAAAAMACQAJBKcEpwAPABsAJQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgchFSEVISc1NyEB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWz%2B1AEs%2FtRkZAEsBKdentvw255eXp7b8NueTHHC5MJxccLkwtDIZGTIZAAAAAAEAAkACQSnBKcADwAbACcAKwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcVBxcVIycjFSMRIQcVMzUB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWwyZGRklmQBLMjIBKdentvw255eXp7b8NueTHHC5MJxccLkwtBkMmQyZGQBkGRkZAAAAv%2Fy%2F50EwgRBACAANgAAATIWFzYzMhYUBisBNTQmIyEiBh0BIyImNTQ2NyY1ND4BEzMyFhURMzIWDwEGIi8BJjY7ARE0NgH3brUsLC54qqp4gB0V%2FtQVHd5QcFZBAmKqepYKD4kVCg3fDSYN3w0KFYkPBEF3YQ6t8a36FR0dFfpzT0VrDhMSZKpi%2FbMPCv7tFxD0EBD0EBcBEwoPAAAAAAL%2F8v%2BcBMMEQQAcADMAAAEyFhc2MzIWFxQGBwEmIgcBIyImNTQ2NyY1ND4BExcWBisBERQGKwEiJjURIyImNzY3NjIB9m62LCsueaoBeFr%2Bhg0lDf6DCU9xVkECYqnm3w0KFYkPCpYKD4kVCg3HGBMZBEF3YQ%2BteGOkHAFoEBD%2Bk3NPRWsOExNkqWP9kuQQF%2F7tCg8PCgETFxDMGBMAAAABAGQAAARMBG0AGAAAJTUhATMBMwkBMwEzASEVIyIGHQEhNTQmIwK8AZD%2B8qr%2B8qr%2B1P7Uqv7yqv7yAZAyFR0BkB0VZGQBLAEsAU3%2Bs%2F7U%2FtRkHRUyMhUdAAAAAAEAeQAABDcEmwAvAAABMhYXHgEVFAYHFhUUBiMiJxUyFh0BITU0NjM1BiMiJjU0Ny4BNTQ2MzIXNCY1NDYCWF6TGll7OzIJaUo3LRUd%2FtQdFS03SmkELzlpSgUSAqMEm3FZBoNaPWcfHRpKaR77HRUyMhUd%2Bx5pShIUFVg1SmkCAhAFdKMAAAAGACcAFASJBJwAEQAqAEIASgBiAHsAAAEWEgIHDgEiJicmAhI3PgEyFgUiBw4BBwYWHwEWMzI3Njc2Nz4BLwEmJyYXIgcOAQcGFh8BFjMyNz4BNz4BLwEmJyYWJiIGFBYyNjciBw4BBw4BHwEWFxYzMjc%2BATc2Ji8BJhciBwYHBgcOAR8BFhcWMzI3PgE3NiYvASYD8m9PT29T2dzZU29PT29T2dzZ%2Fj0EBHmxIgQNDCQDBBcGG0dGYAsNAwkDCwccBAVQdRgEDA0iBAQWBhJROQwMAwkDCwf5Y4xjY4xjVhYGElE6CwwDCQMLBwgEBVB1GAQNDCIEjRcGG0dGYAsNAwkDCwcIBAR5sSIEDQwkAwPyb%2F7V%2FtVvU1dXU28BKwErb1NXVxwBIrF5DBYDCQEWYEZHGwMVDCMNBgSRAhh1UA0WAwkBFTpREgMVCyMMBwT6Y2OMY2MVFTpREQQVCyMMBwQCGHVQDRYDCQEkFmBGRxsDFQwjDQYEASKxeQwWAwkBAAAABQBkAAAD6ASwAAwADwAWABwAIgAAASERIzUhFSERNDYzIQEjNQMzByczNTMDISImNREFFRQGKwECvAEstP6s%2FoQPCgI%2FASzIZKLU1KJktP51Cg8DhA8KwwMg%2FoTIyALzCg%2F%2B1Mj84NTUyP4MDwoBi8jDCg8AAAAABQBkAAAD6ASwAAkADAATABoAIQAAASERCQERNDYzIQEjNRMjFSM1IzcDISImPQEpARUUBisBNQK8ASz%2Bov3aDwoCPwEsyD6iZKLUqv6dCg8BfAIIDwqbAyD9%2BAFe%2FdoERwoP%2FtTI%2FHzIyNT%2BZA8KNzcKD1AAAAAAAwAAAAAEsAP0AAgAGQAfAAABIxUzFyERIzcFMzIeAhUhFSEDETM0PgIBMwMhASEEiqJkZP7UotT9EsgbGiEOASz9qMhkDiEaAnPw8PzgASwB9AMgyGQBLNTUBBErJGT%2BogHCJCsRBP5w%2FnAB9AAAAAMAAAAABEwETAAZADIAOQAAATMyFh0BMzIWHQEUBiMhIiY9ATQ2OwE1NDYFNTIWFREUBiMhIic3ARE0NjMVFBYzITI2AQc1IzUzNQKKZBUdMhUdHRX%2B1BUdHRUyHQFzKTs7Kf2oARP2%2Fro7KVg%2BASw%2BWP201MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7KfzgKTsE9gFGAUQpO5Y%2BWFj95tSiZKIAAwBkAAAEvARMABkANgA9AAABMzIWHQEzMhYdARQGIyEiJj0BNDY7ATU0NgU1MhYVESMRMxQOAiMhIiY1ETQ2MxUUFjMhMjYBBzUjNTM1AcJkFR0yFR0dFf7UFR0dFTIdAXMpO8jIDiEaG%2F2oKTs7KVg%2BASw%2BWAGc1MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7Kf4M%2FtQkKxEEOykDICk7lj5YWP3m1KJkogAAAAP%2FogAABRYE1AALABsAHwAACQEWBiMhIiY3ATYyEyMiBhcTHgE7ATI2NxM2JgMVMzUCkgJ9FyAs%2BwQsIBcCfRZARNAUGAQ6BCMUNhQjBDoEGODIBK37sCY3NyYEUCf%2BTB0U%2FtIUHR0UAS4UHf4MZGQAAAAACQAAAAAETARMAA8AHwAvAD8ATwBfAG8AfwCPAAABMzIWHQEUBisBIiY9ATQ2EzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBqfoKDw8K%2BgoPDwr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPDwRMDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg%2F%2B1A8KlgoPDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKDw8KlgoPAAAAAwAAAAAEsAUUABkAKQAzAAABMxUjFSEyFg8BBgchJi8BJjYzITUjNTM1MwEhMhYUBisBFyE3IyImNDYDITIWHQEhNTQ2ArxkZAFePjEcQiko%2FPwoKUIcMT4BXmRkyP4%2BArwVHR0VDIn8SooNFR0dswRMFR37UB0EsMhkTzeEUzMzU4Q3T2TIZPx8HSodZGQdKh3%2B1B0VMjIVHQAABAAAAAAEsAUUAAUAGQArADUAAAAyFhUjNAchFhUUByEyFg8BIScmNjMhJjU0AyEyFhQGKwEVBSElNSMiJjQ2AyEyFh0BITU0NgIwUDnCPAE6EgMBSCkHIq%2F9WrIiCikBSAOvArwVHR0VlgET%2FEoBE5YVHR2zBEwVHftQHQUUOykpjSUmCBEhFpGRFiERCCb%2BlR0qHcjIyMgdKh39qB0VMjIVHQAEAAAAAASwBJ0ABwAUACQALgAAADIWFAYiJjQTMzIWFRQXITY1NDYzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYCDZZqapZqty4iKyf%2BvCcrI%2F7NArwVHR0VDYr8SokMFR0dswRMFR37UB0EnWqWamqW%2Fus5Okxra0w6Of5yHSodZGQdKh3%2B1B0VMjIVHQAEAAAAAASwBRQADwAcACwANgAAATIeARUUBiImNTQ3FzcnNhMzMhYVFBchNjU0NjMBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYL1szb5xvIpBvoyIfLiIrJ%2F68Jysj%2Fs0CvBUdHRUNivxKiQwVHR2zBEwVHftQHQUUa4s2Tm9vTj5Rj2%2BjGv4KOTpMa2tMOjn%2Bch0qHWRkHSod%2FtQdFTIyFR0AAAADAAAAAASwBRIAEgAiACwAAAEFFSEUHgMXIS4BNTQ%2BAjcBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYASz%2B1CU%2FP00T%2Fe48PUJtj0r%2BogK8FR0dFQ2K%2FEqJDBUdHbMETBUd%2B1AdBLChizlmUT9IGVO9VFShdksE%2FH4dKh1kZB0qHf7UHRUyMhUdAAIAyAAAA%2BgFFAAPACkAAAAyFh0BHgEdASE1NDY3NTQDITIWFyMVMxUjFTMVIxUzFAYjISImNRE0NgIvUjsuNv5wNi5kAZA2XBqsyMjIyMh1U%2F5wU3V1BRQ7KU4aXDYyMjZcGk4p%2Fkc2LmRkZGRkU3V1UwGQU3UAAAMAZP%2F%2FBEwETAAPAC8AMwAAEyEyFhURFAYjISImNRE0NgMhMhYdARQGIyEXFhQGIi8BIQcGIiY0PwEhIiY9ATQ2BQchJ5YDhBUdHRX8fBUdHQQDtgoPDwr%2B5eANGiUNWP30Vw0mGg3g%2Ft8KDw8BqmQBRGQETB0V%2FgwVHR0VAfQVHf1EDwoyCg%2FgDSUbDVhYDRslDeAPCjIKD2RkZAAAAAAEAAAAAASwBEwAGQAjAC0ANwAAEyEyFh0BIzQmKwEiBhUjNCYrASIGFSM1NDYDITIWFREhETQ2ExUUBisBIiY9ASEVFAYrASImPQHIAyBTdWQ7KfopO2Q7KfopO2R1EQPoKTv7UDvxHRVkFR0D6B0VZBUdBEx1U8gpOzspKTs7KchTdf4MOyn%2B1AEsKTv%2BDDIVHR0VMjIVHR0VMgADAAEAAASpBKwADQARABsAAAkBFhQPASEBJjQ3ATYyCQMDITIWHQEhNTQ2AeACqh8fg%2F4f%2FfsgIAEnH1n%2BrAFWAS%2F%2Bq6IDIBUd%2FHwdBI39VR9ZH4MCBh9ZHwEoH%2F5u%2FqoBMAFV%2FBsdFTIyFR0AAAAAAgCPAAAEIQSwABcALwAAAQMuASMhIgYHAwYWMyEVFBYyNj0BMzI2AyE1NDY7ATU0NjsBETMRMzIWHQEzMhYVBCG9CCcV%2FnAVJwi9CBMVAnEdKh19FROo%2Fa0dFTIdFTDILxUdMhUdAocB%2BhMcHBP%2BBhMclhUdHRWWHP2MMhUdMhUdASz%2B1B0VMh0VAAAEAAAAAASwBLAADQAQAB8AIgAAASERFAYjIREBNTQ2MyEBIzUBIREUBiMhIiY1ETQ2MyEBIzUDhAEsDwr%2Bif7UDwoBdwEsyP2oASwPCv12Cg8PCgF3ASzIAyD9wQoPAk8BLFQKD%2F7UyP4M%2FcEKDw8KA7YKD%2F7UyAAC%2F5wAZAUUBEcARgBWAAABMzIeAhcWFxY2NzYnJjc%2BARYXFgcOASsBDgEPAQ4BKwEiJj8BBisBIicHDgErASImPwEmLwEuAT0BNDY7ATY3JyY2OwE2BSMiBh0BFBY7ATI2PQE0JgHkw0uOakkMEhEfQwoKGRMKBQ8XDCkCA1Y9Pgc4HCcDIhVkFRgDDDEqwxgpCwMiFWQVGAMaVCyfExwdFXwLLW8QBxXLdAFF%2BgoPDwr6Cg8PBEdBa4pJDgYKISAiJRsQCAYIDCw9P1c3fCbqFB0dFEYOCEAUHR0UnUplNQcmFTIVHVdPXw4TZV8PCjIKDw8KMgoPAAb%2FnP%2FmBRQEfgAJACQANAA8AFIAYgAAASU2Fh8BFgYPASUzMhYfASEyFh0BFAYHBQYmJyYjISImPQE0NhcjIgYdARQ7ATI2NTQmJyYEIgYUFjI2NAE3PgEeARceAT8BFxYGDwEGJi8BJjYlBwYfAR4BPwE2Jy4BJy4BAoEBpxMuDiAOAxCL%2FCtqQ0geZgM3FR0cE%2F0fFyIJKjr%2B1D5YWLlQExIqhhALIAsSAYBALS1ALf4PmBIgHhMQHC0aPzANITNQL3wpgigJASlmHyElDR0RPRMFAhQHCxADhPcICxAmDyoNeMgiNtQdFTIVJgeEBBQPQ1g%2ByD5YrBwVODMQEAtEERzJLUAtLUD%2B24ITChESEyMgAwWzPUkrRSgJL5cvfRxYGyYrDwkLNRAhFEgJDAQAAAAAAwBkAAAEOQSwAFEAYABvAAABMzIWHQEeARcWDgIPATIeBRUUDgUjFRQGKwEiJj0BIxUUBisBIiY9ASMiJj0BNDY7AREjIiY9ATQ2OwE1NDY7ATIWHQEzNTQ2AxUhMj4CNTc0LgMjARUhMj4CNTc0LgMjAnGWCg9PaAEBIC4uEBEGEjQwOiodFyI2LUAjGg8KlgoPZA8KlgoPrwoPDwpLSwoPDwqvDwqWCg9kD9cBBxwpEwsBAQsTKRz%2B%2BQFrHCkTCwEBCxMpHASwDwptIW1KLk0tHwYGAw8UKDJOLTtdPCoVCwJLCg8PCktLCg8PCksPCpYKDwJYDwqWCg9LCg8PCktLCg%2F%2B1MgVHR0LCgQOIhoW%2FnDIFR0dCwoEDiIaFgAAAwAEAAIEsASuABcAKQAsAAATITIWFREUBg8BDgEjISImJy4CNRE0NgQiDgQPARchNy4FAyMT1AMMVnokEhIdgVL9xFKCHAgYKHoCIIx9VkcrHQYGnAIwnAIIIClJVSGdwwSuelb%2BYDO3QkJXd3ZYHFrFMwGgVnqZFyYtLSUMDPPzBQ8sKDEj%2FsIBBQACAMgAAAOEBRQADwAZAAABMzIWFREUBiMhIiY1ETQ2ARUUBisBIiY9AQHblmesVCn%2BPilUrAFINhWWFTYFFKxn%2FgwpVFQpAfRnrPwY4RU2NhXhAAACAMgAAAOEBRQADwAZAAABMxQWMxEUBiMhIiY1ETQ2ARUUBisBIiY9AQHbYLOWVCn%2BPilUrAFINhWWFTYFFJaz%2FkIpVFQpAfRnrPwY4RU2NhXhAAACAAAAFAUOBBoAFAAaAAAJASUHFRcVJwc1NzU0Jj4CPwEnCQEFJTUFJQUO%2FYL%2Bhk5klpZkAQEBBQQvkwKCAVz%2Bov6iAV4BXgL%2F%2FuWqPOCWx5SVyJb6BA0GCgYDKEEBG%2F1ipqaTpaUAAAMAZAH0BLADIAAHAA8AFwAAEjIWFAYiJjQkMhYUBiImNCQyFhQGIiY0vHxYWHxYAeh8WFh8WAHofFhYfFgDIFh8WFh8WFh8WFh8WFh8WFh8AAAAAAMBkAAAArwETAAHAA8AFwAAADIWFAYiJjQSMhYUBiImNBIyFhQGIiY0Aeh8WFh8WFh8WFh8WFh8WFh8WARMWHxYWHz%2ByFh8WFh8%2FshYfFhYfAAAAAMAZABkBEwETAAPAB8ALwAAEyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2fQO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PBEwPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoPAAAABAAAAAAEsASwAA8AHwAvADMAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFhURFAYjISImNRE0NhcVITUBXgH0ory7o%2F4Mpbm5Asv9qCk7OykCWCk7O%2F2xAfQVHR0V%2FgwVHR1HAZAEsLuj%2FgylubmlAfSlucg7Kf2oKTs7KQJYKTtkHRX%2B1BUdHRUBLBUdZMjIAAAAAAEAZABkBLAETAA7AAATITIWFAYrARUzMhYUBisBFTMyFhQGKwEVMzIWFAYjISImNDY7ATUjIiY0NjsBNSMiJjQ2OwE1IyImNDaWA%2BgVHR0VMjIVHR0VMjIVHR0VMjIVHR0V%2FBgVHR0VMjIVHR0VMjIVHR0VMjIVHR0ETB0qHcgdKh3IHSodyB0qHR0qHcgdKh3IHSodyB0qHQAAAAYBLAAFA%2BgEowAHAA0AEwAZAB8AKgAAAR4BBgcuATYBMhYVIiYlFAYjNDYBMhYVIiYlFAYjNDYDFRQGIiY9ARYzMgKKVz8%2FV1c%2FP%2F75fLB8sAK8sHyw%2FcB8sHywArywfLCwHSodKAMRBKNDsrJCQrKy%2FsCwfLB8fLB8sP7UsHywfHywfLD%2B05AVHR0VjgQAAAH%2FtQDIBJQDgQBCAAABNzYXAR4BBw4BKwEyFRQOBCsBIhE0NyYiBxYVECsBIi4DNTQzIyImJyY2NwE2HwEeAQ4BLwEHIScHBi4BNgLpRRkUASoLCAYFGg8IAQQNGyc%2FKZK4ChRUFQu4jjBJJxkHAgcPGQYGCAsBKhQaTBQVCiMUM7YDe7YsFCMKFgNuEwYS%2FtkLHw8OEw0dNkY4MhwBIBgXBAQYF%2F7gKjxTQyMNEw4PHwoBKBIHEwUjKBYGDMHBDAUWKCMAAAAAAgAAAAAEsASwACUAQwAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjNC4DKwERFBYXMxUjNTI1ESMiDgMVIzUhBLAyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj9RBkIChgQEWQZDQzIMmQREBgKCBkB9AOEFSAVDggDAfyuFhkBAmRkAQUJFQ4DUgEDCA4VIBUBLP0SDxMKBQH%2BVwsNATIyGQGpAQUKEw%2BWAAAAAAMAAAAABEwErgAdACAAMAAAATUiJy4BLwEBIwEGBw4BDwEVITUiJj8BIRcWBiMVARsBARUUBiMhIiY9ATQ2MyEyFgPoGR4OFgUE%2Ft9F%2FtQSFQkfCwsBETE7EkUBJT0NISf%2B7IZ5AbEdFfwYFR0dFQPoFR0BLDIgDiIKCwLr%2FQ4jFQkTBQUyMisusKYiQTIBhwFW%2Fqr942QVHR0VZBUdHQADAAAAAASwBLAADwBHAEoAABMhMhYVERQGIyEiJjURNDYFIyIHAQYHBgcGHQEUFjMhMjY9ATQmIyInJj8BIRcWBwYjIgYdARQWMyEyNj0BNCYnIicmJyMBJhMjEzIETBUdHRX7tBUdHQJGRg0F%2FtUREhImDAsJAREIDAwINxAKCj8BCjkLEQwYCAwMCAE5CAwLCBEZGQ8B%2FuAFDsVnBLAdFfu0FR0dFQRMFR1SDP0PIBMSEAUNMggMDAgyCAwXDhmjmR8YEQwIMggMDAgyBwwBGRskAuwM%2FgUBCAAABAAAAAAEsASwAAMAEwAjACcAAAEhNSEFITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NhcRIREEsPtQBLD7ggGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHUcBLARMZMgdFfx8FR0dFQOEFR0dFf5wFR0dFQGQFR1k%2FtQBLAAEAAAAAASwBLAADwAfACMAJwAAEyEyFhURFAYjISImNRE0NgEhMhYVERQGIyEiJjURNDYXESEREyE1ITIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR1HASzI%2B1AEsASwHRX8fBUdHRUDhBUd%2FgwdFf5wFR0dFQGQFR1k%2FtQBLP2oZAAAAAACAAAAZASwA%2BgAJwArAAATITIWFREzNTQ2MyEyFh0BMxUjFRQGIyEiJj0BIxEUBiMhIiY1ETQ2AREhETIBkBUdZB0VAZAVHWRkHRX%2BcBUdZB0V%2FnAVHR0CnwEsA%2BgdFf6ilhUdHRWWZJYVHR0Vlv6iFR0dFQMgFR3%2B1P7UASwAAAQAAAAABLAEsAADABMAFwAnAAAzIxEzFyEyFhURFAYjISImNRE0NhcRIREBITIWFREUBiMhIiY1ETQ2ZGRklgGQFR0dFf5wFR0dRwEs%2FqIDhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAAAAgBkAAAETASwACcAKwAAATMyFhURFAYrARUhMhYVERQGIyEiJjURNDYzITUjIiY1ETQ2OwE1MwcRIRECWJYVHR0VlgHCFR0dFfx8FR0dFQFelhUdHRWWZMgBLARMHRX%2BcBUdZB0V%2FnAVHR0VAZAVHWQdFQGQFR1kyP7UASwAAAAEAAAAAASwBLAAAwATABcAJwAAISMRMwUhMhYVERQGIyEiJjURNDYXESERASEyFhURFAYjISImNRE0NgSwZGT9dgGQFR0dFf5wFR0dRwEs%2FK4DhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAEBLAAwA28EgAAPAAAJAQYjIiY1ETQ2MzIXARYUA2H%2BEhcSDhAQDhIXAe4OAjX%2BEhcbGQPoGRsX%2FhIOKgAAAAABAUEAMgOEBH4ACwAACQE2FhURFAYnASY0AU8B7h0qKh3%2BEg4CewHuHREp%2FBgpER0B7g4qAAAAAAEAMgFBBH4DhAALAAATITIWBwEGIicBJjZkA%2BgpER3%2BEg4qDv4SHREDhCod%2FhIODgHuHSoAAAAAAQAyASwEfgNvAAsAAAkBFgYjISImNwE2MgJ7Ae4dESn8GCkRHQHuDioDYf4SHSoqHQHuDgAAAAACAAgAAASwBCgABgAKAAABFQE1LQE1ASE1IQK8%2FUwBnf5jBKj84AMgAuW2%2Fr3dwcHd%2B9jIAAAAAAIAAABkBLAEsAALADEAAAEjFTMVIREzNSM1IQEzND4FOwERFAYPARUhNSIuAzURMzIeBRUzESEEsMjI%2FtTIyAEs%2B1AyCAsZEyYYGWQyGRkBkAQOIhoWZBkYJhMZCwgy%2FOADhGRkASxkZP4MFSAVDggDAf3aFhkBAmRkAQUJFQ4CJgEDCA4VIBUBLAAAAgAAAAAETAPoACUAMQAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjFTMVIREzNSM1IQMgMggLGRMmGBlkMhkZ%2FnAEDiIaFmQZGCYTGQsIMgMgASzIyP7UyMgBLAK8FSAVDggDAf3aFhkCAWRkAQUJFQ4CJgEDCA4VIBUBLPzgZGQBLGRkAAABAMgAZgNyBEoAEgAAATMyFgcJARYGKwEiJwEmNDcBNgK9oBAKDP4wAdAMChCgDQr%2BKQcHAdcKBEoWDP4w%2FjAMFgkB1wgUCAHXCQAAAQE%2BAGYD6ARKABIAAAEzMhcBFhQHAQYrASImNwkBJjYBU6ANCgHXBwf%2BKQoNoBAKDAHQ%2FjAMCgRKCf4pCBQI%2FikJFgwB0AHQDBYAAAEAZgDIBEoDcgASAAAAFh0BFAcBBiInASY9ATQ2FwkBBDQWCf4pCBQI%2FikJFgwB0AHQA3cKEKANCv4pBwcB1woNoBAKDP4wAdAAAAABAGYBPgRKA%2BgAEgAACQEWHQEUBicJAQYmPQE0NwE2MgJqAdcJFgz%2BMP4wDBYJAdcIFAPh%2FikKDaAQCgwB0P4wDAoQoA0KAdcHAAAAAgDZ%2F%2FkEPQSwAAUAOgAAARQGIzQ2BTMyFh8BNjc%2BAh4EBgcOBgcGIiYjIgYiJy4DLwEuAT4EHgEXJyY2A%2BiwfLD%2BVmQVJgdPBQsiKFAzRyorDwURAQQSFyozTSwNOkkLDkc3EDlfNyYHBw8GDyUqPjdGMR%2BTDA0EsHywfLDIHBPCAQIGBwcFDx81S21DBxlLR1xKQhEFBQcHGWt0bCQjP2hJNyATBwMGBcASGAAAAAACAMgAFQOEBLAAFgAaAAATITIWFREUBisBEQcGJjURIyImNRE0NhcVITX6AlgVHR0Vlv8TGpYVHR2rASwEsB0V%2FnAVHf4MsgkQFQKKHRUBkBUdZGRkAAAAAgDIABkETASwAA4AEgAAEyEyFhURBRElIREjETQ2ARU3NfoC7ic9%2FUQCWP1EZB8BDWQEsFEs%2FFt1A7Z9%2FBgEARc0%2FV1kFGQAAQAAAAECTW%2FDBF9fDzz1AB8EsAAAAADQdnOXAAAAANB2c5f%2FUf%2BcBdwFFAAAAAgAAg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3gyMDAzOyIgaG9yaXotYWR2LXg9IjEzMDAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA0OyIgaG9yaXotYWR2LXg9IjQzMyIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDU7IiBob3Jpei1hZHYteD0iMzI1IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwNjsiIGhvcml6LWFkdi14PSIyMTYiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA3OyIgaG9yaXotYWR2LXg9IjIxNiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDg7IiBob3Jpei1hZHYteD0iMTYyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwOTsiIGhvcml6LWFkdi14PSIyNjAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDBhOyIgaG9yaXotYWR2LXg9IjcyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAyZjsiIGhvcml6LWFkdi14PSIyNjAiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyNmZhOyIgZD0iTTc3NCAxMTkzLjVxMTYgLTkuNSAyMC41IC0yN3QtNS41IC0zMy41bC0xMzYgLTE4N2w0NjcgLTc0NmgzMHEyMCAwIDM1IC0xOC41dDE1IC0zOS41di00MmgtMTIwMHY0MnEwIDIxIDE1IDM5LjV0MzUgMTguNWgzMGw0NjggNzQ2bC0xMzUgMTgzcS0xMCAxNiAtNS41IDM0dDIwLjUgMjh0MzQgNS41dDI4IC0yMC41bDExMSAtMTQ4bDExMiAxNTBxOSAxNiAyNyAyMC41dDM0IC01ek02MDAgMjAwaDM3N2wtMTgyIDExMmwtMTk1IDUzNHYtNjQ2eiAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyNzA5OyIgZD0iTTI1IDExMDBoMTE1MHExMCAwIDEyLjUgLTV0LTUuNSAtMTNsLTU2NCAtNTY3cS04IC04IC0xOCAtOHQtMTggOGwtNTY0IDU2N3EtOCA4IC01LjUgMTN0MTIuNSA1ek0xOCA4ODJsMjY0IC0yNjRxOCAtOCA4IC0xOHQtOCAtMThsLTI2NCAtMjY0cS04IC04IC0xMyAtNS41dC01IDEyLjV2NTUwcTAgMTAgNSAxMi41dDEzIC01LjV6TTkxOCA2MThsMjY0IDI2NHE4IDggMTMgNS41dDUgLTEyLjV2LTU1MHEwIC0xMCAtNSAtMTIuNXQtMTMgNS41IGwtMjY0IDI2NHEtOCA4IC04IDE4dDggMTh6TTgxOCA0ODJsMzY0IC0zNjRxOCAtOCA1LjUgLTEzdC0xMi41IC01aC0xMTUwcS0xMCAwIC0xMi41IDV0NS41IDEzbDM2NCAzNjRxOCA4IDE4IDh0MTggLThsMTY0IC0xNjRxOCAtOCAxOCAtOHQxOCA4bDE2NCAxNjRxOCA4IDE4IDh0MTggLTh6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjcwZjsiIGQ9Ik0xMDExIDEyMTBxMTkgMCAzMyAtMTNsMTUzIC0xNTNxMTMgLTE0IDEzIC0zM3QtMTMgLTMzbC05OSAtOTJsLTIxNCAyMTRsOTUgOTZxMTMgMTQgMzIgMTR6TTEwMTMgODAwbC02MTUgLTYxNGwtMjE0IDIxNGw2MTQgNjE0ek0zMTcgOTZsLTMzMyAtMTEybDExMCAzMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAwMTsiIGQ9Ik03MDAgNjUwdi01NTBoMjUwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtODAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWgyNTB2NTUwbC01MDAgNTUwaDEyMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAwMjsiIGQ9Ik0zNjggMTAxN2w2NDUgMTYzcTM5IDE1IDYzIDB0MjQgLTQ5di04MzFxMCAtNTUgLTQxLjUgLTk1LjV0LTExMS41IC02My41cS03OSAtMjUgLTE0NyAtNC41dC04NiA3NXQyNS41IDExMS41dDEyMi41IDgycTcyIDI0IDEzOCA4djUyMWwtNjAwIC0xNTV2LTYwNnEwIC00MiAtNDQgLTkwdC0xMDkgLTY5cS03OSAtMjYgLTE0NyAtNS41dC04NiA3NS41dDI1LjUgMTExLjV0MTIyLjUgODIuNXE3MiAyNCAxMzggN3Y2MzlxMCAzOCAxNC41IDU5IHQ1My41IDM0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMDM7IiBkPSJNNTAwIDExOTFxMTAwIDAgMTkxIC0zOXQxNTYuNSAtMTA0LjV0MTA0LjUgLTE1Ni41dDM5IC0xOTFsLTEgLTJsMSAtNXEwIC0xNDEgLTc4IC0yNjJsMjc1IC0yNzRxMjMgLTI2IDIyLjUgLTQ0LjV0LTIyLjUgLTQyLjVsLTU5IC01OHEtMjYgLTIwIC00Ni41IC0yMHQtMzkuNSAyMGwtMjc1IDI3NHEtMTE5IC03NyAtMjYxIC03N2wtNSAxbC0yIC0xcS0xMDAgMCAtMTkxIDM5dC0xNTYuNSAxMDQuNXQtMTA0LjUgMTU2LjV0LTM5IDE5MSB0MzkgMTkxdDEwNC41IDE1Ni41dDE1Ni41IDEwNC41dDE5MSAzOXpNNTAwIDEwMjJxLTg4IDAgLTE2MiAtNDN0LTExNyAtMTE3dC00MyAtMTYydDQzIC0xNjJ0MTE3IC0xMTd0MTYyIC00M3QxNjIgNDN0MTE3IDExN3Q0MyAxNjJ0LTQzIDE2MnQtMTE3IDExN3QtMTYyIDQzeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMDU7IiBkPSJNNjQ5IDk0OXE0OCA2OCAxMDkuNSAxMDR0MTIxLjUgMzguNXQxMTguNSAtMjB0MTAyLjUgLTY0dDcxIC0xMDAuNXQyNyAtMTIzcTAgLTU3IC0zMy41IC0xMTcuNXQtOTQgLTEyNC41dC0xMjYuNSAtMTI3LjV0LTE1MCAtMTUyLjV0LTE0NiAtMTc0cS02MiA4NSAtMTQ1LjUgMTc0dC0xNTAgMTUyLjV0LTEyNi41IDEyNy41dC05My41IDEyNC41dC0zMy41IDExNy41cTAgNjQgMjggMTIzdDczIDEwMC41dDEwNCA2NHQxMTkgMjAgdDEyMC41IC0zOC41dDEwNC41IC0xMDR6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAwNjsiIGQ9Ik00MDcgODAwbDEzMSAzNTNxNyAxOSAxNy41IDE5dDE3LjUgLTE5bDEyOSAtMzUzaDQyMXEyMSAwIDI0IC04LjV0LTE0IC0yMC41bC0zNDIgLTI0OWwxMzAgLTQwMXE3IC0yMCAtMC41IC0yNS41dC0yNC41IDYuNWwtMzQzIDI0NmwtMzQyIC0yNDdxLTE3IC0xMiAtMjQuNSAtNi41dC0wLjUgMjUuNWwxMzAgNDAwbC0zNDcgMjUxcS0xNyAxMiAtMTQgMjAuNXQyMyA4LjVoNDI5eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMDc7IiBkPSJNNDA3IDgwMGwxMzEgMzUzcTcgMTkgMTcuNSAxOXQxNy41IC0xOWwxMjkgLTM1M2g0MjFxMjEgMCAyNCAtOC41dC0xNCAtMjAuNWwtMzQyIC0yNDlsMTMwIC00MDFxNyAtMjAgLTAuNSAtMjUuNXQtMjQuNSA2LjVsLTM0MyAyNDZsLTM0MiAtMjQ3cS0xNyAtMTIgLTI0LjUgLTYuNXQtMC41IDI1LjVsMTMwIDQwMGwtMzQ3IDI1MXEtMTcgMTIgLTE0IDIwLjV0MjMgOC41aDQyOXpNNDc3IDcwMGgtMjQwbDE5NyAtMTQybC03NCAtMjI2IGwxOTMgMTM5bDE5NSAtMTQwbC03NCAyMjlsMTkyIDE0MGgtMjM0bC03OCAyMTF6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAwODsiIGQ9Ik02MDAgMTIwMHExMjQgMCAyMTIgLTg4dDg4IC0yMTJ2LTI1MHEwIC00NiAtMzEgLTk4dC02OSAtNTJ2LTc1cTAgLTEwIDYgLTIxLjV0MTUgLTE3LjVsMzU4IC0yMzBxOSAtNSAxNSAtMTYuNXQ2IC0yMS41di05M3EwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTExNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5M3EwIDEwIDYgMjEuNXQxNSAxNi41bDM1OCAyMzBxOSA2IDE1IDE3LjV0NiAyMS41djc1cS0zOCAwIC02OSA1MiB0LTMxIDk4djI1MHEwIDEyNCA4OCAyMTJ0MjEyIDg4eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMDk7IiBkPSJNMjUgMTEwMGgxMTUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtMTA1MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTExNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYxMDUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTEwMCAxMDAwdi0xMDBoMTAwdjEwMGgtMTAwek04NzUgMTAwMGgtNTUwcS0xMCAwIC0xNy41IC03LjV0LTcuNSAtMTcuNXYtMzUwcTAgLTEwIDcuNSAtMTcuNXQxNy41IC03LjVoNTUwIHExMCAwIDE3LjUgNy41dDcuNSAxNy41djM1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjV6TTEwMDAgMTAwMHYtMTAwaDEwMHYxMDBoLTEwMHpNMTAwIDgwMHYtMTAwaDEwMHYxMDBoLTEwMHpNMTAwMCA4MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTEwMCA2MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTEwMDAgNjAwdi0xMDBoMTAwdjEwMGgtMTAwek04NzUgNTAwaC01NTBxLTEwIDAgLTE3LjUgLTcuNXQtNy41IC0xNy41di0zNTBxMCAtMTAgNy41IC0xNy41IHQxNy41IC03LjVoNTUwcTEwIDAgMTcuNSA3LjV0Ny41IDE3LjV2MzUwcTAgMTAgLTcuNSAxNy41dC0xNy41IDcuNXpNMTAwIDQwMHYtMTAwaDEwMHYxMDBoLTEwMHpNMTAwMCA0MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTEwMCAyMDB2LTEwMGgxMDB2MTAwaC0xMDB6TTEwMDAgMjAwdi0xMDBoMTAwdjEwMGgtMTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTA7IiBkPSJNNTAgMTEwMGg0MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNDAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY0MDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek02NTAgMTEwMGg0MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNDAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY0MDAgcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgNTAwaDQwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC00MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djQwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTY1MCA1MDBoNDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTQwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djQwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAxMTsiIGQ9Ik01MCAxMTAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTQ1MCAxMTAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMCBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek04NTAgMTEwMGgyMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTIwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMjAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYyMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek01MCA3MDBoMjAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTQ1MCA3MDBoMjAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNODUwIDcwMGgyMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTIwMCBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgMzAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTQ1MCAzMDBoMjAwIHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTg1MCAzMDBoMjAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjAwcTAgMjEgMTQuNSAzNS41IHQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAxMjsiIGQ9Ik01MCAxMTAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTQ1MCAxMTAwaDcwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC03MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMCBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek01MCA3MDBoMjAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNDUwIDcwMGg3MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTIwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNzAwIHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgMzAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTQ1MCAzMDBoNzAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yMDAgcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC03MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAxMzsiIGQ9Ik00NjUgNDc3bDU3MSA1NzFxOCA4IDE4IDh0MTcgLThsMTc3IC0xNzdxOCAtNyA4IC0xN3QtOCAtMThsLTc4MyAtNzg0cS03IC04IC0xNy41IC04dC0xNy41IDhsLTM4NCAzODRxLTggOCAtOCAxOHQ4IDE3bDE3NyAxNzdxNyA4IDE3IDh0MTggLThsMTcxIC0xNzFxNyAtNyAxOCAtN3QxOCA3eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTQ7IiBkPSJNOTA0IDEwODNsMTc4IC0xNzlxOCAtOCA4IC0xOC41dC04IC0xNy41bC0yNjcgLTI2OGwyNjcgLTI2OHE4IC03IDggLTE3LjV0LTggLTE4LjVsLTE3OCAtMTc4cS04IC04IC0xOC41IC04dC0xNy41IDhsLTI2OCAyNjdsLTI2OCAtMjY3cS03IC04IC0xNy41IC04dC0xOC41IDhsLTE3OCAxNzhxLTggOCAtOCAxOC41dDggMTcuNWwyNjcgMjY4bC0yNjcgMjY4cS04IDcgLTggMTcuNXQ4IDE4LjVsMTc4IDE3OHE4IDggMTguNSA4dDE3LjUgLTggbDI2OCAtMjY3bDI2OCAyNjhxNyA3IDE3LjUgN3QxOC41IC03eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTU7IiBkPSJNNTA3IDExNzdxOTggMCAxODcuNSAtMzguNXQxNTQuNSAtMTAzLjV0MTAzLjUgLTE1NC41dDM4LjUgLTE4Ny41cTAgLTE0MSAtNzggLTI2MmwzMDAgLTI5OXE4IC04IDggLTE4LjV0LTggLTE4LjVsLTEwOSAtMTA4cS03IC04IC0xNy41IC04dC0xOC41IDhsLTMwMCAyOTlxLTExOSAtNzcgLTI2MSAtNzdxLTk4IDAgLTE4OCAzOC41dC0xNTQuNSAxMDN0LTEwMyAxNTQuNXQtMzguNSAxODh0MzguNSAxODcuNXQxMDMgMTU0LjUgdDE1NC41IDEwMy41dDE4OCAzOC41ek01MDYuNSAxMDIzcS04OS41IDAgLTE2NS41IC00NHQtMTIwIC0xMjAuNXQtNDQgLTE2NnQ0NCAtMTY1LjV0MTIwIC0xMjB0MTY1LjUgLTQ0dDE2NiA0NHQxMjAuNSAxMjB0NDQgMTY1LjV0LTQ0IDE2NnQtMTIwLjUgMTIwLjV0LTE2NiA0NHpNNDI1IDkwMGgxNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di03NWg3NXExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTE1MHEwIC0xMCAtNy41IC0xNy41IHQtMTcuNSAtNy41aC03NXYtNzVxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0xNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY3NWgtNzVxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYxNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg3NXY3NXEwIDEwIDcuNSAxNy41dDE3LjUgNy41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTY7IiBkPSJNNTA3IDExNzdxOTggMCAxODcuNSAtMzguNXQxNTQuNSAtMTAzLjV0MTAzLjUgLTE1NC41dDM4LjUgLTE4Ny41cTAgLTE0MSAtNzggLTI2MmwzMDAgLTI5OXE4IC04IDggLTE4LjV0LTggLTE4LjVsLTEwOSAtMTA4cS03IC04IC0xNy41IC04dC0xOC41IDhsLTMwMCAyOTlxLTExOSAtNzcgLTI2MSAtNzdxLTk4IDAgLTE4OCAzOC41dC0xNTQuNSAxMDN0LTEwMyAxNTQuNXQtMzguNSAxODh0MzguNSAxODcuNXQxMDMgMTU0LjUgdDE1NC41IDEwMy41dDE4OCAzOC41ek01MDYuNSAxMDIzcS04OS41IDAgLTE2NS41IC00NHQtMTIwIC0xMjAuNXQtNDQgLTE2NnQ0NCAtMTY1LjV0MTIwIC0xMjB0MTY1LjUgLTQ0dDE2NiA0NHQxMjAuNSAxMjB0NDQgMTY1LjV0LTQ0IDE2NnQtMTIwLjUgMTIwLjV0LTE2NiA0NHpNMzI1IDgwMGgzNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di0xNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0zNTBxLTEwIDAgLTE3LjUgNy41IHQtNy41IDE3LjV2MTUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAxNzsiIGQ9Ik01NTAgMTIwMGgxMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY0MDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek04MDAgOTc1djE2NnExNjcgLTYyIDI3MiAtMjA5LjV0MTA1IC0zMzEuNXEwIC0xMTcgLTQ1LjUgLTIyNHQtMTIzIC0xODQuNXQtMTg0LjUgLTEyM3QtMjI0IC00NS41dC0yMjQgNDUuNSB0LTE4NC41IDEyM3QtMTIzIDE4NC41dC00NS41IDIyNHEwIDE4NCAxMDUgMzMxLjV0MjcyIDIwOS41di0xNjZxLTEwMyAtNTUgLTE2NSAtMTU1dC02MiAtMjIwcTAgLTExNiA1NyAtMjE0LjV0MTU1LjUgLTE1NS41dDIxNC41IC01N3QyMTQuNSA1N3QxNTUuNSAxNTUuNXQ1NyAyMTQuNXEwIDEyMCAtNjIgMjIwdC0xNjUgMTU1eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTg7IiBkPSJNMTAyNSAxMjAwaDE1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTExNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0xNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYxMTUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTcyNSA4MDBoMTUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtNzUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtMTUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2NzUwIHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek00MjUgNTAwaDE1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTQ1MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTE1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djQ1MHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek0xMjUgMzAwaDE1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTI1MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTE1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41IHYyNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI0OyIgZD0iTTEzMDAgMGgtNTM4bC00MSA0MDBoLTI0MmwtNDEgLTQwMGgtNTM4bDQzMSAxMjAwaDIwOWwtMjEgLTMwMGgxNjJsLTIwIDMwMGgyMDh6TTUxNSA4MDBsLTI3IC0zMDBoMjI0bC0yNyAzMDBoLTE3MHoiIC8%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQwOyIgZD0iTTEwMCAyMDBoLTEwMHYxMDAwaDEwMHYtMTAwMHpNMzAwIDIwMGgtMTAwdjEwMDBoMTAwdi0xMDAwek03MDAgMjAwaC0yMDB2MTAwMGgyMDB2LTEwMDB6TTkwMCAyMDBoLTEwMHYxMDAwaDEwMHYtMTAwMHpNMTIwMCAyMDBoLTIwMHYxMDAwaDIwMHYtMTAwMHpNNDAwIDBoLTMwMHYxMDBoMzAwdi0xMDB6TTYwMCAwaC0xMDB2OTFoMTAwdi05MXpNODAwIDBoLTEwMHY5MWgxMDB2LTkxek0xMTAwIDBoLTIwMHY5MWgyMDB2LTkxeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwNDE7IiBkPSJNNTAwIDEyMDBsNjgyIC02ODJxOCAtOCA4IC0xOHQtOCAtMThsLTQ2NCAtNDY0cS04IC04IC0xOCAtOHQtMTggOGwtNjgyIDY4MmwxIDQ3NXEwIDEwIDcuNSAxNy41dDE3LjUgNy41aDQ3NHpNMzE5LjUgMTAyNC41cS0yOS41IDI5LjUgLTcxIDI5LjV0LTcxIC0yOS41dC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQyOyIgZD0iTTUwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTY4MiA2ODJsMSA0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg0NzR6TTgwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTU2IDU2bDQyNCA0MjZsLTcwMCA3MDBoMTUwek0zMTkuNSAxMDI0LjVxLTI5LjUgMjkuNSAtNzEgMjkuNXQtNzEgLTI5LjUgdC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQzOyIgZD0iTTMwMCAxMjAwaDgyNXE3NSAwIDc1IC03NXYtOTAwcTAgLTI1IC0xOCAtNDNsLTY0IC02NHEtOCAtOCAtMTMgLTUuNXQtNSAxMi41djk1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjVoLTcwMHEtMjUgMCAtNDMgLTE4bC02NCAtNjRxLTggLTggLTUuNSAtMTN0MTIuNSAtNWg3MDBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di05NTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC04NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NzUgcTAgMjUgMTggNDNsMTM5IDEzOXExOCAxOCA0MyAxOHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ0OyIgZD0iTTI1MCAxMjAwaDgwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTE1MGwtNDUwIDQ0NGwtNDUwIC00NDV2MTE1MXEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA0NTsiIGQ9Ik04MjIgMTIwMGgtNDQ0cS0xMSAwIC0xOSAtNy41dC05IC0xNy41bC03OCAtMzAxcS03IC0yNCA3IC00NWw1NyAtMTA4cTYgLTkgMTcuNSAtMTV0MjEuNSAtNmg0NTBxMTAgMCAyMS41IDZ0MTcuNSAxNWw2MiAxMDhxMTQgMjEgNyA0NWwtODMgMzAxcS0xIDEwIC05IDE3LjV0LTE5IDcuNXpNMTE3NSA4MDBoLTE1MHEtMTAgMCAtMjEgLTYuNXQtMTUgLTE1LjVsLTc4IC0xNTZxLTQgLTkgLTE1IC0xNS41dC0yMSAtNi41aC01NTAgcS0xMCAwIC0yMSA2LjV0LTE1IDE1LjVsLTc4IDE1NnEtNCA5IC0xNSAxNS41dC0yMSA2LjVoLTE1MHEtMTAgMCAtMTcuNSAtNy41dC03LjUgLTE3LjV2LTY1MHEwIC0xMCA3LjUgLTE3LjV0MTcuNSAtNy41aDE1MHExMCAwIDE3LjUgNy41dDcuNSAxNy41djE1MHEwIDEwIDcuNSAxNy41dDE3LjUgNy41aDc1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTE1MHEwIC0xMCA3LjUgLTE3LjV0MTcuNSAtNy41aDE1MHExMCAwIDE3LjUgNy41IHQ3LjUgMTcuNXY2NTBxMCAxMCAtNy41IDE3LjV0LTE3LjUgNy41ek04NTAgMjAwaC01MDBxLTEwIDAgLTE5LjUgLTd0LTExLjUgLTE3bC0zOCAtMTUycS0yIC0xMCAzLjUgLTE3dDE1LjUgLTdoNjAwcTEwIDAgMTUuNSA3dDMuNSAxN2wtMzggMTUycS0yIDEwIC0xMS41IDE3dC0xOS41IDd6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA0NjsiIGQ9Ik01MDAgMTEwMGgyMDBxNTYgMCAxMDIuNSAtMjAuNXQ3Mi41IC01MHQ0NCAtNTl0MjUgLTUwLjVsNiAtMjBoMTUwcTQxIDAgNzAuNSAtMjkuNXQyOS41IC03MC41di02MDBxMCAtNDEgLTI5LjUgLTcwLjV0LTcwLjUgLTI5LjVoLTEwMDBxLTQxIDAgLTcwLjUgMjkuNXQtMjkuNSA3MC41djYwMHEwIDQxIDI5LjUgNzAuNXQ3MC41IDI5LjVoMTUwcTIgOCA2LjUgMjEuNXQyNCA0OHQ0NSA2MXQ3MiA0OHQxMDIuNSAyMS41ek05MDAgODAwdi0xMDAgaDEwMHYxMDBoLTEwMHpNNjAwIDczMHEtOTUgMCAtMTYyLjUgLTY3LjV0LTY3LjUgLTE2Mi41dDY3LjUgLTE2Mi41dDE2Mi41IC02Ny41dDE2Mi41IDY3LjV0NjcuNSAxNjIuNXQtNjcuNSAxNjIuNXQtMTYyLjUgNjcuNXpNNjAwIDYwM3E0MyAwIDczIC0zMHQzMCAtNzN0LTMwIC03M3QtNzMgLTMwdC03MyAzMHQtMzAgNzN0MzAgNzN0NzMgMzB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA0NzsiIGQ9Ik02ODEgMTE5OWwzODUgLTk5OHEyMCAtNTAgNjAgLTkycTE4IC0xOSAzNi41IC0yOS41dDI3LjUgLTExLjVsMTAgLTJ2LTY2aC00MTd2NjZxNTMgMCA3NSA0My41dDUgODguNWwtODIgMjIyaC0zOTFxLTU4IC0xNDUgLTkyIC0yMzRxLTExIC0zNCAtNi41IC01N3QyNS41IC0zN3Q0NiAtMjB0NTUgLTZ2LTY2aC0zNjV2NjZxNTYgMjQgODQgNTJxMTIgMTIgMjUgMzAuNXQyMCAzMS41bDcgMTNsMzk5IDEwMDZoOTN6TTQxNiA1MjFoMzQwIGwtMTYyIDQ1N3oiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ5OyIgZD0iTTg3NyAxMjAwbDIgLTU3cS04MyAtMTkgLTExNiAtNDUuNXQtNDAgLTY2LjVsLTEzMiAtODM5cS05IC00OSAxMyAtNjl0OTYgLTI2di05N2gtNTAwdjk3cTE4NiAxNiAyMDAgOThsMTczIDgzMnEzIDE3IDMgMzB0LTEuNSAyMi41dC05IDE3LjV0LTEzLjUgMTIuNXQtMjEuNSAxMHQtMjYgOC41dC0zMy41IDEwcS0xMyAzIC0xOSA1djU3aDQyNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDUwOyIgZD0iTTEzMDAgOTAwaC01MHEwIDIxIC00IDM3dC05LjUgMjYuNXQtMTggMTcuNXQtMjIgMTF0LTI4LjUgNS41dC0zMSAydC0zNyAwLjVoLTIwMHYtODUwcTAgLTIyIDI1IC0zNC41dDUwIC0xMy41bDI1IC0ydi0xMDBoLTQwMHYxMDBxNCAwIDExIDAuNXQyNCAzdDMwIDd0MjQgMTV0MTEgMjQuNXY4NTBoLTIwMHEtMjUgMCAtMzcgLTAuNXQtMzEgLTJ0LTI4LjUgLTUuNXQtMjIgLTExdC0xOCAtMTcuNXQtOS41IC0yNi41dC00IC0zN2gtNTB2MzAwIGgxMDAwdi0zMDB6TTE3NSAxMDAwaC03NXYtODAwaDc1bC0xMjUgLTE2N2wtMTI1IDE2N2g3NXY4MDBoLTc1bDEyNSAxNjd6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA1MTsiIGQ9Ik0xMTAwIDkwMGgtNTBxMCAyMSAtNCAzN3QtOS41IDI2LjV0LTE4IDE3LjV0LTIyIDExdC0yOC41IDUuNXQtMzEgMnQtMzcgMC41aC0yMDB2LTY1MHEwIC0yMiAyNSAtMzQuNXQ1MCAtMTMuNWwyNSAtMnYtMTAwaC00MDB2MTAwcTQgMCAxMSAwLjV0MjQgM3QzMCA3dDI0IDE1dDExIDI0LjV2NjUwaC0yMDBxLTI1IDAgLTM3IC0wLjV0LTMxIC0ydC0yOC41IC01LjV0LTIyIC0xMXQtMTggLTE3LjV0LTkuNSAtMjYuNXQtNCAtMzdoLTUwdjMwMCBoMTAwMHYtMzAwek0xMTY3IDUwbC0xNjcgLTEyNXY3NWgtODAwdi03NWwtMTY3IDEyNWwxNjcgMTI1di03NWg4MDB2NzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA1MjsiIGQ9Ik01MCAxMTAwaDYwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC02MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTUwIDgwMGgxMDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMCBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek01MCA1MDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTgwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgMjAwaDExMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTEwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA1MzsiIGQ9Ik0yNTAgMTEwMGg3MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNzAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek01MCA4MDBoMTEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAgcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNMjUwIDUwMGg3MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNzAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek01MCAyMDBoMTEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMTAwIHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTI1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM4bDQ2NCA0NTNxMTUgMTQgMjUuNSAxMHQxMC41IC0yNXYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcwOyIgZD0iTTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di0xMDAwcTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEyMDAgMTA1MHYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ5MiA0ODBxLTE1IDE0IC0xNSAzNXQxNSAzNWw0OTIgNDgwcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV2LTQzOGw0NjQgNDUzcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MjsiIGQ9Ik0yNDMgMTA3NGw4MTQgLTQ5OHExOCAtMTEgMTggLTI2dC0xOCAtMjZsLTgxNCAtNDk4cS0xOCAtMTEgLTMwLjUgLTR0LTEyLjUgMjh2MTAwMHEwIDIxIDEyLjUgMjh0MzAuNSAtNHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc5OyIgZD0iTTg4NSA5MDBsLTM1MiAtMzUzbDM1MiAtMzUzbC0xOTcgLTE5OGwtNTUyIDU1Mmw1NTIgNTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwODA7IiBkPSJNMTA2NCA1NDdsLTU1MSAtNTUxbC0xOTggMTk4bDM1MyAzNTNsLTM1MyAzNTNsMTk4IDE5OHoiIC8%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk2OyIgZD0iTTg1MCAxMjAwaDMwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMzAwcTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtOTQgOTRsLTI0OSAtMjQ5cS04IC03IC0xOCAtN3QtMTggN2wtMTA2IDEwNnEtNyA4IC03IDE4dDcgMThsMjQ5IDI0OWwtOTQgOTRxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjV6TTM1MCAwaC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djMwMHEwIDIxIDEwLjUgMjV0MjQuNSAtMTBsOTQgLTk0bDI0OSAyNDkgcTggNyAxOCA3dDE4IC03bDEwNiAtMTA2cTcgLTggNyAtMTh0LTcgLTE4bC0yNDkgLTI0OWw5NCAtOTRxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNXoiIC8%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%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%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%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTM2OyIgZD0iTTc1NiAxMTU3cTE2NCA5MiAzMDYgLTlsLTI1OSAtMTM4bDE0NSAtMjMybDI1MSAxMjZxNiAtODkgLTM0IC0xNTYuNXQtMTE3IC0xMTAuNXEtNjAgLTM0IC0xMjcgLTM5LjV0LTEyNiAxNi41bC01OTYgLTU5NnEtMTUgLTE2IC0zNi41IC0xNnQtMzYuNSAxNmwtMTExIDExMHEtMTUgMTUgLTE1IDM2LjV0MTUgMzcuNWw2MDAgNTk5cS0zNCAxMDEgNS41IDIwMS41dDEzNS41IDE1NC41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMzc7IiBob3Jpei1hZHYteD0iMTIyMCIgZD0iTTEwMCAxMTk2aDEwMDBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTEwMHEwIC00MSAtMjkuNSAtNzAuNXQtNzAuNSAtMjkuNWgtMTAwMHEtNDEgMCAtNzAuNSAyOS41dC0yOS41IDcwLjV2MTAwcTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNXpNMTEwMCAxMDk2aC0yMDB2LTEwMGgyMDB2MTAwek0xMDAgNzk2aDEwMDBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTEwMHEwIC00MSAtMjkuNSAtNzAuNXQtNzAuNSAtMjkuNWgtMTAwMCBxLTQxIDAgLTcwLjUgMjkuNXQtMjkuNSA3MC41djEwMHEwIDQxIDI5LjUgNzAuNXQ3MC41IDI5LjV6TTExMDAgNjk2aC01MDB2LTEwMGg1MDB2MTAwek0xMDAgMzk2aDEwMDBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTEwMHEwIC00MSAtMjkuNSAtNzAuNXQtNzAuNSAtMjkuNWgtMTAwMHEtNDEgMCAtNzAuNSAyOS41dC0yOS41IDcwLjV2MTAwcTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNXpNMTEwMCAyOTZoLTMwMHYtMTAwaDMwMHYxMDB6ICIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMzg7IiBkPSJNMTUwIDEyMDBoOTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41dC0xNC41IC0zNS41dC0zNS41IC0xNC41aC05MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41dDE0LjUgMzUuNXQzNS41IDE0LjV6TTcwMCA1MDB2LTMwMGwtMjAwIC0yMDB2NTAwbC0zNTAgNTAwaDkwMHoiIC8%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTUzOyIgZD0iTTQwMCAzMDBoMTUwcTIxIDAgMjUgLTExdC0xMCAtMjVsLTIzMCAtMjUwcS0xNCAtMTUgLTM1IC0xNXQtMzUgMTVsLTIzMCAyNTBxLTE0IDE0IC0xMCAyNXQyNSAxMWgxNTB2OTAwaDIwMHYtOTAwek0xMDAwIDcwMGgtMTAwdjQwMGgtMTAwdjEwMGgyMDB2LTUwMHpNMTEwMCAwaC0xMDB2MTAwaC0yMDB2NDAwaDMwMHYtNTAwek05MDEgNDAwdi0yMDBoMTAwdjIwMGgtMTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNTQ7IiBkPSJNNDAwIDMwMGgxNTBxMjEgMCAyNSAtMTF0LTEwIC0yNWwtMjMwIC0yNTBxLTE0IC0xNSAtMzUgLTE1dC0zNSAxNWwtMjMwIDI1MHEtMTQgMTQgLTEwIDI1dDI1IDExaDE1MHY5MDBoMjAwdi05MDB6TTExMDAgNzAwaC0xMDB2MTAwaC0yMDB2NDAwaDMwMHYtNTAwek05MDEgMTEwMHYtMjAwaDEwMHYyMDBoLTEwMHpNMTAwMCAwaC0xMDB2NDAwaC0xMDB2MTAwaDIwMHYtNTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNTU7IiBkPSJNNDAwIDMwMGgxNTBxMjEgMCAyNSAtMTF0LTEwIC0yNWwtMjMwIC0yNTBxLTE0IC0xNSAtMzUgLTE1dC0zNSAxNWwtMjMwIDI1MHEtMTQgMTQgLTEwIDI1dDI1IDExaDE1MHY5MDBoMjAwdi05MDB6TTkwMCAxMDAwaC0yMDB2MjAwaDIwMHYtMjAwek0xMDAwIDcwMGgtMzAwdjIwMGgzMDB2LTIwMHpNMTEwMCA0MDBoLTQwMHYyMDBoNDAwdi0yMDB6TTEyMDAgMTAwaC01MDB2MjAwaDUwMHYtMjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNTY7IiBkPSJNNDAwIDMwMGgxNTBxMjEgMCAyNSAtMTF0LTEwIC0yNWwtMjMwIC0yNTBxLTE0IC0xNSAtMzUgLTE1dC0zNSAxNWwtMjMwIDI1MHEtMTQgMTQgLTEwIDI1dDI1IDExaDE1MHY5MDBoMjAwdi05MDB6TTEyMDAgMTAwMGgtNTAwdjIwMGg1MDB2LTIwMHpNMTEwMCA3MDBoLTQwMHYyMDBoNDAwdi0yMDB6TTEwMDAgNDAwaC0zMDB2MjAwaDMwMHYtMjAwek05MDAgMTAwaC0yMDB2MjAwaDIwMHYtMjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNTc7IiBkPSJNMzUwIDExMDBoNDAwcTE2MiAwIDI1NiAtOTMuNXQ5NCAtMjU2LjV2LTQwMHEwIC0xNjUgLTkzLjUgLTI1Ny41dC0yNTYuNSAtOTIuNWgtNDAwcS0xNjUgMCAtMjU3LjUgOTIuNXQtOTIuNSAyNTcuNXY0MDBxMCAxNjUgOTIuNSAyNTcuNXQyNTcuNSA5Mi41ek04MDAgOTAwaC01MDBxLTQxIDAgLTcwLjUgLTI5LjV0LTI5LjUgLTcwLjV2LTUwMHEwIC00MSAyOS41IC03MC41dDcwLjUgLTI5LjVoNTAwcTQxIDAgNzAuNSAyOS41dDI5LjUgNzAuNSB2NTAwcTAgNDEgLTI5LjUgNzAuNXQtNzAuNSAyOS41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNTg7IiBkPSJNMzUwIDExMDBoNDAwcTE2NSAwIDI1Ny41IC05Mi41dDkyLjUgLTI1Ny41di00MDBxMCAtMTY1IC05Mi41IC0yNTcuNXQtMjU3LjUgLTkyLjVoLTQwMHEtMTYzIDAgLTI1Ni41IDkyLjV0LTkzLjUgMjU3LjV2NDAwcTAgMTYzIDk0IDI1Ni41dDI1NiA5My41ek04MDAgOTAwaC01MDBxLTQxIDAgLTcwLjUgLTI5LjV0LTI5LjUgLTcwLjV2LTUwMHEwIC00MSAyOS41IC03MC41dDcwLjUgLTI5LjVoNTAwcTQxIDAgNzAuNSAyOS41dDI5LjUgNzAuNSB2NTAwcTAgNDEgLTI5LjUgNzAuNXQtNzAuNSAyOS41ek00NDAgNzcwbDI1MyAtMTkwcTE3IC0xMiAxNyAtMzB0LTE3IC0zMGwtMjUzIC0xOTBxLTE2IC0xMiAtMjggLTYuNXQtMTIgMjYuNXY0MDBxMCAyMSAxMiAyNi41dDI4IC02LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE1OTsiIGQ9Ik0zNTAgMTEwMGg0MDBxMTYzIDAgMjU2LjUgLTk0dDkzLjUgLTI1NnYtNDAwcTAgLTE2NSAtOTIuNSAtMjU3LjV0LTI1Ny41IC05Mi41aC00MDBxLTE2NSAwIC0yNTcuNSA5Mi41dC05Mi41IDI1Ny41djQwMHEwIDE2MyA5Mi41IDI1Ni41dDI1Ny41IDkzLjV6TTgwMCA5MDBoLTUwMHEtNDEgMCAtNzAuNSAtMjkuNXQtMjkuNSAtNzAuNXYtNTAwcTAgLTQxIDI5LjUgLTcwLjV0NzAuNSAtMjkuNWg1MDBxNDEgMCA3MC41IDI5LjV0MjkuNSA3MC41IHY1MDBxMCA0MSAtMjkuNSA3MC41dC03MC41IDI5LjV6TTM1MCA3MDBoNDAwcTIxIDAgMjYuNSAtMTJ0LTYuNSAtMjhsLTE5MCAtMjUzcS0xMiAtMTcgLTMwIC0xN3QtMzAgMTdsLTE5MCAyNTNxLTEyIDE2IC02LjUgMjh0MjYuNSAxMnoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYyOyIgZD0iTTc5MyAxMTgybDkgLTlxOCAtMTAgNSAtMjdxLTMgLTExIC03OSAtMjI1LjV0LTc4IC0yMjEuNWwzMDAgMXEyNCAwIDMyLjUgLTE3LjV0LTUuNSAtMzUuNXEtMSAwIC0xMzMuNSAtMTU1dC0yNjcgLTMxMi41dC0xMzguNSAtMTYyLjVxLTEyIC0xNSAtMjYgLTE1aC05bC05IDhxLTkgMTEgLTQgMzJxMiA5IDQyIDEyMy41dDc5IDIyNC41bDM5IDExMGgtMzAycS0yMyAwIC0zMSAxOXEtMTAgMjEgNiA0MXE3NSA4NiAyMDkuNSAyMzcuNSB0MjI4IDI1N3Q5OC41IDExMS41cTkgMTYgMjUgMTZoOXoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTc4OyIgZD0iTTkzNSAxMTY1bDI0OCAtMjMwcTE0IC0xNCAxNCAtMzV0LTE0IC0zNWwtMjQ4IC0yMzBxLTE0IC0xNCAtMjQuNSAtMTB0LTEwLjUgMjV2MTUwaC00MDB2MjAwaDQwMHYxNTBxMCAyMSAxMC41IDI1dDI0LjUgLTEwek0yMDAgODAwaC01MHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWg1MHYtMjAwek00MDAgODAwaC0xMDB2MjAwaDEwMHYtMjAwek0xOCA0MzVsMjQ3IDIzMCBxMTQgMTQgMjQuNSAxMHQxMC41IC0yNXYtMTUwaDQwMHYtMjAwaC00MDB2LTE1MHEwIC0yMSAtMTAuNSAtMjV0LTI0LjUgMTBsLTI0NyAyMzBxLTE1IDE0IC0xNSAzNXQxNSAzNXpNOTAwIDMwMGgtMTAwdjIwMGgxMDB2LTIwMHpNMTAwMCA1MDBoNTFxMjAgMCAzNC41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzQuNSAtMTQuNWgtNTF2MjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNzk7IiBkPSJNODYyIDEwNzNsMjc2IDExNnEyNSAxOCA0My41IDh0MTguNSAtNDF2LTExMDZxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2Mzk3cS00IDEgLTExIDV0LTI0IDE3LjV0LTMwIDI5dC0yNCA0MnQtMTEgNTYuNXYzNTlxMCAzMSAxOC41IDY1dDQzLjUgNTJ6TTU1MCAxMjAwcTIyIDAgMzQuNSAtMTIuNXQxNC41IC0yNC41bDEgLTEzdi00NTBxMCAtMjggLTEwLjUgLTU5LjUgdC0yNSAtNTZ0LTI5IC00NXQtMjUuNSAtMzEuNWwtMTAgLTExdi00NDdxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTIwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NDQ3cS00IDQgLTExIDExLjV0LTI0IDMwLjV0LTMwIDQ2dC0yNCA1NXQtMTEgNjB2NDUwcTAgMiAwLjUgNS41dDQgMTJ0OC41IDE1dDE0LjUgMTJ0MjIuNSA1LjVxMjAgMCAzMi41IC0xMi41dDE0LjUgLTI0LjVsMyAtMTN2LTM1MGgxMDB2MzUwdjUuNXQyLjUgMTIgdDcgMTV0MTUgMTJ0MjUuNSA1LjVxMjMgMCAzNS41IC0xMi41dDEzLjUgLTI0LjVsMSAtMTN2LTM1MGgxMDB2MzUwcTAgMiAwLjUgNS41dDMgMTJ0NyAxNXQxNSAxMnQyNC41IDUuNXoiIC8%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjA2OyIgZD0iTTQ1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNTBoNTBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMzAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDUwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNODAwIDg1MHYxNTBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTUwMCBoLTIwMHYtMzAwaDIwMHEwIC0zNiAtNyAtNTcuNXQtMjMuNSAtMzB0LTI5LjUgLTEwLjV0LTQwIC0yaC02MDBxLTQxIDAgLTcwLjUgMjkuNXQtMjkuNSA3MC41djgwMHEwIDQxIDI5LjUgNzAuNXQ3MC41IDI5LjV2LTE1MHEwIC02MiA0NCAtMTA2dDEwNiAtNDRoMzAwcTYyIDAgMTA2IDQ0dDQ0IDEwNnpNMTIxMiAyNTBsLTIxMiAtMjEydjE2MmgtMjAwdjEwMGgyMDB2MTYyeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMDk7IiBkPSJNNjU4IDExOTdsNjM3IC0xMTA0cTIzIC0zOCA3IC02NS41dC02MCAtMjcuNWgtMTI3NnEtNDQgMCAtNjAgMjcuNXQ3IDY1LjVsNjM3IDExMDRxMjIgMzkgNTQgMzl0NTQgLTM5ek03MDQgODAwaC0yMDhxLTIwIDAgLTMyIC0xNC41dC04IC0zNC41bDU4IC0zMDJxNCAtMjAgMjEuNSAtMzQuNXQzNy41IC0xNC41aDU0cTIwIDAgMzcuNSAxNC41dDIxLjUgMzQuNWw1OCAzMDJxNCAyMCAtOCAzNC41dC0zMiAxNC41ek01MDAgMzAwdi0xMDBoMjAwIHYxMDBoLTIwMHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjE5OyIgZD0iTTIwMCAxMTAwaDgwMHE4MyAwIDE0MS41IC01OC41dDU4LjUgLTE0MS41di0yMDBoLTEwMHEwIDQxIC0yOS41IDcwLjV0LTcwLjUgMjkuNWgtMjUwcS00MSAwIC03MC41IC0yOS41dC0yOS41IC03MC41aC0xMDBxMCA0MSAtMjkuNSA3MC41dC03MC41IDI5LjVoLTI1MHEtNDEgMCAtNzAuNSAtMjkuNXQtMjkuNSAtNzAuNWgtMTAwdjIwMHEwIDgzIDU4LjUgMTQxLjV0MTQxLjUgNTguNXpNMTAwIDYwMGgxMDAwcTQxIDAgNzAuNSAtMjkuNSB0MjkuNSAtNzAuNXYtMzAwaC0xMjAwdjMwMHEwIDQxIDI5LjUgNzAuNXQ3MC41IDI5LjV6TTMwMCAxMDB2LTUwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djUwaDIwMHpNMTEwMCAxMDB2LTUwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djUwaDIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIxOyIgZD0iTTQ4MCAxMTY1bDY4MiAtNjgzcTMxIC0zMSAzMSAtNzUuNXQtMzEgLTc1LjVsLTEzMSAtMTMxaC00ODFsLTUxNyA1MThxLTMyIDMxIC0zMiA3NS41dDMyIDc1LjVsMjk1IDI5NnEzMSAzMSA3NS41IDMxdDc2LjUgLTMxek0xMDggNzk0bDM0MiAtMzQybDMwMyAzMDRsLTM0MSAzNDF6TTI1MCAxMDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtOTAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjI3OyIgZD0iTTYyNSAxMjAwaDE1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTEwOXE3OSAtMzMgMTMxIC04Ny41dDUzIC0xMjguNXExIC00NiAtMTUgLTg0LjV0LTM5IC02MXQtNDYgLTM4dC0zOSAtMjEuNWwtMTcgLTZxNiAwIDE1IC0xLjV0MzUgLTl0NTAgLTE3LjV0NTMgLTMwdDUwIC00NXQzNS41IC02NHQxNC41IC04NHEwIC01OSAtMTEuNSAtMTA1LjV0LTI4LjUgLTc2LjV0LTQ0IC01MXQtNDkuNSAtMzEuNXQtNTQuNSAtMTZ0LTQ5LjUgLTYuNSB0LTQzLjUgLTF2LTc1cTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtMTUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2NzVoLTEwMHYtNzVxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0xNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY3NWgtMTc1cS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2MTUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjVoNzV2NjAwaC03NXEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djE1MCBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgxNzV2NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgxNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di03NWgxMDB2NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNNDAwIDkwMHYtMjAwaDI2M3EyOCAwIDQ4LjUgMTAuNXQzMCAyNXQxNSAyOXQ1LjUgMjUuNWwxIDEwcTAgNCAtMC41IDExdC02IDI0dC0xNSAzMHQtMzAgMjR0LTQ4LjUgMTFoLTI2M3pNNDAwIDUwMHYtMjAwaDM2M3EyOCAwIDQ4LjUgMTAuNSB0MzAgMjV0MTUgMjl0NS41IDI1LjVsMSAxMHEwIDQgLTAuNSAxMXQtNiAyNHQtMTUgMzB0LTMwIDI0dC00OC41IDExaC0zNjN6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIzMDsiIGQ9Ik0yMTIgMTE5OGg3ODBxODYgMCAxNDcgLTYxdDYxIC0xNDd2LTQxNnEwIC01MSAtMTggLTE0Mi41dC0zNiAtMTU3LjVsLTE4IC02NnEtMjkgLTg3IC05My41IC0xNDYuNXQtMTQ2LjUgLTU5LjVoLTU3MnEtODIgMCAtMTQ3IDU5dC05MyAxNDdxLTggMjggLTIwIDczdC0zMiAxNDMuNXQtMjAgMTQ5LjV2NDE2cTAgODYgNjEgMTQ3dDE0NyA2MXpNNjAwIDEwNDVxLTcwIDAgLTEzMi41IC0xMS41dC0xMDUuNSAtMzAuNXQtNzguNSAtNDEuNSB0LTU3IC00NXQtMzYgLTQxdC0yMC41IC0zMC41bC02IC0xMmwxNTYgLTI0M2g1NjBsMTU2IDI0M3EtMiA1IC02IDEyLjV0LTIwIDI5LjV0LTM2LjUgNDJ0LTU3IDQ0LjV0LTc5IDQydC0xMDUgMjkuNXQtMTMyLjUgMTJ6TTc2MiA3MDNoLTE1N2wxOTUgMjYxeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMzE7IiBkPSJNNDc1IDEzMDBoMTUwcTEwMyAwIDE4OSAtODZ0ODYgLTE4OXYtNTAwcTAgLTQxIC00MiAtODN0LTgzIC00MmgtNDUwcS00MSAwIC04MyA0MnQtNDIgODN2NTAwcTAgMTAzIDg2IDE4OXQxODkgODZ6TTcwMCAzMDB2LTIyNXEwIC0yMSAtMjcgLTQ4dC00OCAtMjdoLTE1MHEtMjEgMCAtNDggMjd0LTI3IDQ4djIyNWgzMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIzMjsiIGQ9Ik00NzUgMTMwMGg5NnEwIC0xNTAgODkuNSAtMjM5LjV0MjM5LjUgLTg5LjV2LTQ0NnEwIC00MSAtNDIgLTgzdC04MyAtNDJoLTQ1MHEtNDEgMCAtODMgNDJ0LTQyIDgzdjUwMHEwIDEwMyA4NiAxODl0MTg5IDg2ek03MDAgMzAwdi0yMjVxMCAtMjEgLTI3IC00OHQtNDggLTI3aC0xNTBxLTIxIDAgLTQ4IDI3dC0yNyA0OHYyMjVoMzAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMzM7IiBkPSJNMTI5NCA3NjdsLTYzOCAtMjgzbC0zNzggMTcwbC03OCAtNjB2LTIyNGwxMDAgLTE1MHYtMTk5bC0xNTAgMTQ4bC0xNTAgLTE0OXYyMDBsMTAwIDE1MHYyNTBxMCA0IC0wLjUgMTAuNXQwIDkuNXQxIDh0MyA4dDYuNSA2bDQ3IDQwbC0xNDcgNjVsNjQyIDI4M3pNMTAwMCAzODBsLTM1MCAtMTY2bC0zNTAgMTY2djE0N2wzNTAgLTE2NWwzNTAgMTY1di0xNDd6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIzNDsiIGQ9Ik0yNTAgODAwcTYyIDAgMTA2IC00NHQ0NCAtMTA2dC00NCAtMTA2dC0xMDYgLTQ0dC0xMDYgNDR0LTQ0IDEwNnQ0NCAxMDZ0MTA2IDQ0ek02NTAgODAwcTYyIDAgMTA2IC00NHQ0NCAtMTA2dC00NCAtMTA2dC0xMDYgLTQ0dC0xMDYgNDR0LTQ0IDEwNnQ0NCAxMDZ0MTA2IDQ0ek0xMDUwIDgwMHE2MiAwIDEwNiAtNDR0NDQgLTEwNnQtNDQgLTEwNnQtMTA2IC00NHQtMTA2IDQ0dC00NCAxMDZ0NDQgMTA2dDEwNiA0NHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjM1OyIgZD0iTTU1MCAxMTAwcTYyIDAgMTA2IC00NHQ0NCAtMTA2dC00NCAtMTA2dC0xMDYgLTQ0dC0xMDYgNDR0LTQ0IDEwNnQ0NCAxMDZ0MTA2IDQ0ek01NTAgNzAwcTYyIDAgMTA2IC00NHQ0NCAtMTA2dC00NCAtMTA2dC0xMDYgLTQ0dC0xMDYgNDR0LTQ0IDEwNnQ0NCAxMDZ0MTA2IDQ0ek01NTAgMzAwcTYyIDAgMTA2IC00NHQ0NCAtMTA2dC00NCAtMTA2dC0xMDYgLTQ0dC0xMDYgNDR0LTQ0IDEwNnQ0NCAxMDZ0MTA2IDQ0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMzY7IiBkPSJNMTI1IDExMDBoOTUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtMTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtOTUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2MTUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTEyNSA3MDBoOTUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtMTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtOTUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2MTUwcTAgMTAgNy41IDE3LjUgdDE3LjUgNy41ek0xMjUgMzAwaDk1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTE1MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTk1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djE1MHEwIDEwIDcuNSAxNy41dDE3LjUgNy41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMzc7IiBkPSJNMzUwIDEyMDBoNTAwcTE2MiAwIDI1NiAtOTMuNXQ5NCAtMjU2LjV2LTUwMHEwIC0xNjUgLTkzLjUgLTI1Ny41dC0yNTYuNSAtOTIuNWgtNTAwcS0xNjUgMCAtMjU3LjUgOTIuNXQtOTIuNSAyNTcuNXY1MDBxMCAxNjUgOTIuNSAyNTcuNXQyNTcuNSA5Mi41ek05MDAgMTAwMGgtNjAwcS00MSAwIC03MC41IC0yOS41dC0yOS41IC03MC41di02MDBxMCAtNDEgMjkuNSAtNzAuNXQ3MC41IC0yOS41aDYwMHE0MSAwIDcwLjUgMjkuNSB0MjkuNSA3MC41djYwMHEwIDQxIC0yOS41IDcwLjV0LTcwLjUgMjkuNXpNMzUwIDkwMGg1MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTMwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYzMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek00MDAgODAwdi0yMDBoNDAwdjIwMGgtNDAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMzg7IiBkPSJNMTUwIDExMDBoMTAwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXQtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNTB2LTIwMGg1MHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXQtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNTB2LTIwMGg1MHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXQtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNTB2LTIwMGg1MHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXQtMTQuNSAtMzUuNSB0LTM1LjUgLTE0LjVoLTEwMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41dDE0LjUgMzUuNXQzNS41IDE0LjVoNTB2MjAwaC01MHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV0MTQuNSAzNS41dDM1LjUgMTQuNWg1MHYyMDBoLTUwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXQxNC41IDM1LjV0MzUuNSAxNC41aDUwdjIwMGgtNTBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41dDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIzOTsiIGQ9Ik02NTAgMTE4N3E4NyAtNjcgMTE4LjUgLTE1NnQwIC0xNzh0LTExOC41IC0xNTVxLTg3IDY2IC0xMTguNSAxNTV0MCAxNzh0MTE4LjUgMTU2ek0zMDAgODAwcTEyNCAwIDIxMiAtODh0ODggLTIxMnEtMTI0IDAgLTIxMiA4OHQtODggMjEyek0xMDAwIDgwMHEwIC0xMjQgLTg4IC0yMTJ0LTIxMiAtODhxMCAxMjQgODggMjEydDIxMiA4OHpNMzAwIDUwMHExMjQgMCAyMTIgLTg4dDg4IC0yMTJxLTEyNCAwIC0yMTIgODh0LTg4IDIxMnogTTEwMDAgNTAwcTAgLTEyNCAtODggLTIxMnQtMjEyIC04OHEwIDEyNCA4OCAyMTJ0MjEyIDg4ek03MDAgMTk5di0xNDRxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjV0LTM1LjUgMTQuNXQtMTQuNSAzNS41djE0MnE0MCAtNCA0MyAtNHExNyAwIDU3IDZ6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI0MDsiIGQ9Ik03NDUgODc4bDY5IDE5cTI1IDYgNDUgLTEybDI5OCAtMjk1cTExIC0xMSAxNSAtMjYuNXQtMiAtMzAuNXEtNSAtMTQgLTE4IC0yMy41dC0yOCAtOS41aC04cTEgMCAxIC0xM3EwIC0yOSAtMiAtNTZ0LTguNSAtNjJ0LTIwIC02M3QtMzMgLTUzdC01MSAtMzl0LTcyLjUgLTE0aC0xNDZxLTE4NCAwIC0xODQgMjg4cTAgMjQgMTAgNDdxLTIwIDQgLTYyIDR0LTYzIC00cTExIC0yNCAxMSAtNDdxMCAtMjg4IC0xODQgLTI4OGgtMTQyIHEtNDggMCAtODQuNSAyMXQtNTYgNTF0LTMyIDcxLjV0LTE2IDc1dC0zLjUgNjguNXEwIDEzIDIgMTNoLTdxLTE1IDAgLTI3LjUgOS41dC0xOC41IDIzLjVxLTYgMTUgLTIgMzAuNXQxNSAyNS41bDI5OCAyOTZxMjAgMTggNDYgMTFsNzYgLTE5cTIwIC01IDMwLjUgLTIyLjV0NS41IC0zNy41dC0yMi41IC0zMXQtMzcuNSAtNWwtNTEgMTJsLTE4MiAtMTkzaDg5MWwtMTgyIDE5M2wtNDQgLTEycS0yMCAtNSAtMzcuNSA2dC0yMi41IDMxdDYgMzcuNSB0MzEgMjIuNXoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUwOyIgZD0iTTg2NSA1NjVsLTQ5NCAtNDk0cS0yMyAtMjMgLTQxIC0yM3EtMTQgMCAtMjIgMTMuNXQtOCAzOC41djEwMDBxMCAyNSA4IDM4LjV0MjIgMTMuNXExOCAwIDQxIC0yM2w0OTQgLTQ5NHExNCAtMTQgMTQgLTM1dC0xNCAtMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI1MTsiIGQ9Ik0zMzUgNjM1bDQ5NCA0OTRxMjkgMjkgNTAgMjAuNXQyMSAtNDkuNXYtMTAwMHEwIC00MSAtMjEgLTQ5LjV0LTUwIDIwLjVsLTQ5NCA0OTRxLTE0IDE0IC0xNCAzNXQxNCAzNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUyOyIgZD0iTTEwMCA5MDBoMTAwMHE0MSAwIDQ5LjUgLTIxdC0yMC41IC01MGwtNDk0IC00OTRxLTE0IC0xNCAtMzUgLTE0dC0zNSAxNGwtNDk0IDQ5NHEtMjkgMjkgLTIwLjUgNTB0NDkuNSAyMXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUzOyIgZD0iTTYzNSA4NjVsNDk0IC00OTRxMjkgLTI5IDIwLjUgLTUwdC00OS41IC0yMWgtMTAwMHEtNDEgMCAtNDkuNSAyMXQyMC41IDUwbDQ5NCA0OTRxMTQgMTQgMzUgMTR0MzUgLTE0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyNTQ7IiBkPSJNNzAwIDc0MXYtMTgybC02OTIgLTMyM3YyMjFsNDEzIDE5M2wtNDEzIDE5M3YyMjF6TTEyMDAgMGgtODAwdjIwMGg4MDB2LTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU1OyIgZD0iTTEyMDAgOTAwaC0yMDB2LTEwMGgyMDB2LTEwMGgtMzAwdjMwMGgyMDB2MTAwaC0yMDB2MTAwaDMwMHYtMzAwek0wIDcwMGg1MHEwIDIxIDQgMzd0OS41IDI2LjV0MTggMTcuNXQyMiAxMXQyOC41IDUuNXQzMSAydDM3IDAuNWgxMDB2LTU1MHEwIC0yMiAtMjUgLTM0LjV0LTUwIC0xMy41bC0yNSAtMnYtMTAwaDQwMHYxMDBxLTQgMCAtMTEgMC41dC0yNCAzdC0zMCA3dC0yNCAxNXQtMTEgMjQuNXY1NTBoMTAwcTI1IDAgMzcgLTAuNXQzMSAtMiB0MjguNSAtNS41dDIyIC0xMXQxOCAtMTcuNXQ5LjUgLTI2LjV0NCAtMzdoNTB2MzAwaC04MDB2LTMwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU2OyIgZD0iTTgwMCA3MDBoLTUwcTAgMjEgLTQgMzd0LTkuNSAyNi41dC0xOCAxNy41dC0yMiAxMXQtMjguNSA1LjV0LTMxIDJ0LTM3IDAuNWgtMTAwdi01NTBxMCAtMjIgMjUgLTM0LjV0NTAgLTE0LjVsMjUgLTF2LTEwMGgtNDAwdjEwMHE0IDAgMTEgMC41dDI0IDN0MzAgN3QyNCAxNXQxMSAyNC41djU1MGgtMTAwcS0yNSAwIC0zNyAtMC41dC0zMSAtMnQtMjguNSAtNS41dC0yMiAtM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<script src="data:application/x-javascript;base64,/*!
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<h1 class="title toc-ignore">01_models_plots_tables.R</h1>
<h4 class="author"><em>louwersetp</em></h4>
<h4 class="date"><em>Tue Aug 14 11:30:09 2018</em></h4>

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<pre class="r"><code>##############################
####
#### Authors: Stefan Müller, and Tom Louwerse
#### Title: &quot;The Electoral Cycle Effect in Parliamentary Democracies.&quot;
#### Journal: Political Science Research and Methods
#### 
#### Replication Material

##############################


### File description: This file reproduces all regressions, plots, 
### and tables reported in the paper and the Supporting Information. 
### Note that the NLME models can take a long time to run. 
### Therefore, we moved these models, tables, and plots 
### into a separate R script (02_models_plots_tables_nlme.R).


# 1) Load libraries and prepare data -----

library(tidyverse)</code></pre>
<pre><code>## -- Attaching packages ------------------------------------------------------------- tidyverse 1.2.1 --</code></pre>
<pre><code>## v ggplot2 3.0.0     v purrr   0.2.5
## v tibble  1.4.2     v dplyr   0.7.6
## v tidyr   0.8.1     v stringr 1.3.1
## v readr   1.1.1     v forcats 0.3.0</code></pre>
<pre><code>## Warning: package 'ggplot2' was built under R version 3.5.1</code></pre>
<pre><code>## Warning: package 'dplyr' was built under R version 3.5.1</code></pre>
<pre><code>## -- Conflicts ---------------------------------------------------------------- tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag()    masks stats::lag()</code></pre>
<pre class="r"><code>library(lme4)</code></pre>
<pre><code>## Loading required package: Matrix</code></pre>
<pre><code>## 
## Attaching package: 'Matrix'</code></pre>
<pre><code>## The following object is masked from 'package:tidyr':
## 
##     expand</code></pre>
<pre class="r"><code>library(effects)</code></pre>
<pre><code>## Warning: package 'effects' was built under R version 3.5.1</code></pre>
<pre><code>## Loading required package: carData</code></pre>
<pre><code>## lattice theme set by effectsTheme()
## See ?effectsTheme for details.</code></pre>
<pre class="r"><code>library(texreg)</code></pre>
<pre><code>## Version:  1.36.23
## Date:     2017-03-03
## Author:   Philip Leifeld (University of Glasgow)
## 
## Please cite the JSS article in your publications -- see citation(&quot;texreg&quot;).</code></pre>
<pre><code>## 
## Attaching package: 'texreg'</code></pre>
<pre><code>## The following object is masked from 'package:tidyr':
## 
##     extract</code></pre>
<pre class="r"><code>library(car)</code></pre>
<pre><code>## 
## Attaching package: 'car'</code></pre>
<pre><code>## The following object is masked from 'package:dplyr':
## 
##     recode</code></pre>
<pre><code>## The following object is masked from 'package:purrr':
## 
##     some</code></pre>
<pre class="r"><code>library(pastecs)</code></pre>
<pre><code>## 
## Attaching package: 'pastecs'</code></pre>
<pre><code>## The following object is masked from 'package:texreg':
## 
##     extract</code></pre>
<pre><code>## The following objects are masked from 'package:dplyr':
## 
##     first, last</code></pre>
<pre><code>## The following object is masked from 'package:tidyr':
## 
##     extract</code></pre>
<pre class="r"><code>library(stargazer)</code></pre>
<pre><code>## 
## Please cite as:</code></pre>
<pre><code>##  Hlavac, Marek (2018). stargazer: Well-Formatted Regression and Summary Statistics Tables.</code></pre>
<pre><code>##  R package version 5.2.2. https://CRAN.R-project.org/package=stargazer</code></pre>
<pre class="r"><code>library(ggthemes)
library(nlme)</code></pre>
<pre><code>## 
## Attaching package: 'nlme'</code></pre>
<pre><code>## The following object is masked from 'package:lme4':
## 
##     lmList</code></pre>
<pre><code>## The following object is masked from 'package:dplyr':
## 
##     collapse</code></pre>
<pre class="r"><code># Load functions for texreg tables and ggplot2 theme
source(&quot;helper.R&quot;)

# Set theme for all plots
theme_set(theme_base_edited())

# Load data
dta &lt;- readRDS(&quot;data.rds&quot;)

# Apply filters
dta_all &lt;- dta %&gt;%
  dplyr::filter(total_length &gt;= 182.2) %&gt;%
  dplyr::filter(electoral_cycle_cabinet &gt; 0, electoral_cycle_max &lt; 1.2) %&gt;%
  dplyr::filter(election == &quot;Legislative&quot;) %&gt;%
  dplyr::filter(system != &quot;Presidential&quot;) %&gt;% 
  mutate(country = as.factor(country),
         country_code = as.factor(country_code),
         election_id = as.factor(election_id),
         poll_id = as.factor(poll_id)) %&gt;% 
    mutate(partyid = as.factor(paste(country, partyid, sep = &quot;_&quot;)))

# Only select polls by government parties
dta_gov &lt;- dta_all %&gt;%
  dplyr::filter(government == 1 &amp; electoral_cycle_cabinet &gt; 0)


# Removing missing values required to plot resid vs fitted
dta_gov_base &lt;- dta_gov %&gt;% 
  filter(!is.na(poll_change) &amp; !is.na(electoral_cycle_cabinet)
         &amp; !is.na(gdp_change_lag) &amp; !is.na(vote_share_last) &amp; !is.na(elecyear))

### 2) Run regression models ----

## Basic model
reg_base &lt;- lmer(poll_change ~ 
                   poly(electoral_cycle_cabinet, 3)  + 
                   gdp_change_lag +
                   vote_share_last + 
                   I(elecyear - 1986) + 
                   (1 | country) +  
                   (1 |  country: partyid) + 
                   (1 | election_id : partyid), data = dta_gov_base)</code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code># Removing missing values (required to plot resid vs fitted)
dta_gov_base &lt;- dta_gov %&gt;% 
  filter(!is.na(poll_change) &amp; !is.na(electoral_cycle_cabinet)
         &amp; !is.na(gdp_change_lag) &amp; !is.na(vote_share_last) &amp; !is.na(elecyear)) %&gt;% 
  group_by(country, election_id, partyid) %&gt;%
  arrange(country, election_id, partyid, polldate)


## Basic model without cubic term
reg_base_square &lt;- lmer(poll_change ~ 
                          poly(electoral_cycle_cabinet, 2)  + 
                          gdp_change_lag +
                          vote_share_last + 
                          I(elecyear - 1986) + 
                          (1 | country) +  
                          (1 | country: partyid) + 
                          (1 | election_id : partyid), data = dta_gov_base)</code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code># Removing missing values (required to plot resid vs fitted)
dta_gov_base_lag &lt;- dta_gov_base %&gt;% 
  filter(!is.na(poll_change_lag))

## Basic model with lag
reg_base_lag &lt;- update(reg_base, . ~ . + poll_change_lag, data = dta_gov_base_lag) </code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code>## Combined model

# Removing missing values (required to plot resid vs fitted)
dta_gov_base_combined &lt;- dta_gov_base %&gt;% 
  filter(!is.na(diss_pm) &amp; !is.na(single_party_cabinet))

reg_combined &lt;- update(reg_base, . ~ . + poly(electoral_cycle_cabinet, 3) * diss_pm +
                         poly(electoral_cycle_cabinet, 3) * single_party_cabinet, 
                       data = dta_gov_base_combined) </code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code>## Combined model (and only countries with three or more cycles)

countries_remove &lt;- c(&quot;Belgium&quot;, &quot;Finland&quot;, &quot;Hungary&quot;, 
                      &quot;Iceland&quot;, &quot;Italy&quot;, &quot;Poland&quot;,
                      &quot;Switzerland&quot;, &quot;Turkey&quot;)

dta_gov_at_leat_three_cycles &lt;- dta_gov %&gt;% 
  filter(!country_code %in% countries_remove)

reg_combined_subset &lt;- update(reg_base, . ~ . + poly(electoral_cycle_cabinet, 3) * diss_pm +
                                poly(electoral_cycle_cabinet, 3) * single_party_cabinet,
                              data = dta_gov_at_leat_three_cycles) # and another </code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code>## Use percentage change as DV
reg_base_percentage &lt;- lmer(poll_change_percentage_av ~ 
                              poly(electoral_cycle_cabinet, 3)  + 
                              gdp_change_lag +
                              vote_share_last + 
                              I(elecyear - 1986) + 
                              (1|country) +  
                              (1 |  country: partyid) + 
                              (1 | election_id : partyid), data = dta_gov) </code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code>## Single-party cabinet
reg_single_party_gov &lt;- update(reg_base, . ~ . + 
                                 poly(electoral_cycle_cabinet, 3) * single_party_cabinet) </code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code>## Prime minister dissolution power
reg_pm_diss &lt;- update(reg_base, . ~ . + poly(electoral_cycle_cabinet, 3) * diss_pm) </code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code>## Government dissolution power
reg_gov_diss &lt;- update(reg_base, . ~ . + poly(electoral_cycle_cabinet, 3) * diss_gov) </code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code>## Minority cabinet
reg_min_gov &lt;- update(reg_base, . ~ . + poly(electoral_cycle_cabinet, 3) * minority_cabinet)</code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code>## Largest government party
dta_gov_coa &lt;- subset(dta_gov, single_party_cabinet==0)
reg_largest_gov_party &lt;- update(reg_base, . ~ . + 
                                  poly(electoral_cycle_cabinet, 3) * largest_government_party,
                                data = dta_gov_coa)</code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code>## Lijphart scores
reg_lijphart &lt;- update(reg_base, . ~ . + poly(electoral_cycle_cabinet, 3) * exec_parties_4510 +
                         poly(electoral_cycle_cabinet, 3) *  fed_unit_4510) </code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code>## Decades

# Select countries where we have polling data since the 1960s
country_selection &lt;- c(&quot;Australia&quot;, &quot;Canada&quot;, 
                       &quot;Denmark&quot;, &quot;Germany&quot;, 
                       &quot;Netherlands&quot;, &quot;Norway&quot;, 
                       &quot;United Kingdom&quot;)

dta_decades &lt;- subset(dta_gov, elecyear &gt; 1959 &amp; 
                        country_code %in% country_selection)

dta_decades &lt;- dta_decades %&gt;% 
  dplyr::arrange(country, elecdecade) %&gt;% 
  dplyr::filter(elecyear &gt; &quot;1959&quot;)

model_decades &lt;- lmer(poll_change ~ poly(electoral_cycle_cabinet, 3) * elecdecade + 
                        gdp_change_lag +
                        vote_share_last + 
                        (1| country) +  
                        (1 | country: partyid) + 
                        (1 | election_id : partyid), data = dta_decades)</code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code>reg_combined_gdp &lt;- update(reg_combined, . ~  
                             poly(electoral_cycle_cabinet, 3) * gdp_change_lag + ., 
                           data = dta_gov_base_combined)</code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code>## Standardized GDP change (for each country and decade)
reg_combined_gdp_stand &lt;- update(reg_combined, . ~  
                                   poly(electoral_cycle_cabinet, 3) * gdp_change_lag_stand + ., 
                                 data = dta_gov_base_combined)</code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code>## Alternative measurement of electoral_cycle
reg_combined_actual_cycle &lt;- lmer(poll_change ~ 
                                    poly(electoral_cycle_planned, 3)  +
                                    poly(electoral_cycle_planned, 3) * diss_pm + 
                                    poly(electoral_cycle_planned, 3) * single_party_cabinet +
                                    gdp_change_lag +
                                    vote_share_last + I(elecyear - 1986) + 
                                    (1|country) + 
                                    (1 |  country: partyid) + 
                                    (1 | election_id : partyid), data = filter(dta_gov, electoral_cycle_planned &lt;= 1))</code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code>## Type of election
reg_combined_elec_type &lt;- update(reg_combined, . ~  
                                   poly(electoral_cycle_cabinet, 3) * early_election_type +
                                   single_party_cabinet + ., 
                                 data = dta_gov)</code></pre>
<pre><code>## Warning: Some predictor variables are on very different scales: consider
## rescaling</code></pre>
<pre class="r"><code>#### 3) Create plots from paper -----

## Fig 2a: Effect plot: Basic model ----
eff_base &lt;- data.frame(Effect(&quot;electoral_cycle_cabinet&quot;, reg_base,
                              xlevels = 30))

ggplot(eff_base, aes(x = electoral_cycle_cabinet,
                     y = fit, ymin = lower, ymax = upper)) + 
    geom_line() +
    geom_ribbon(fill = &quot;grey50&quot;, alpha = 0.3,
                aes(ymin = lower, ymax = upper)) + 
    labs(x = &quot;Electoral Cycle&quot;, y = &quot;Expected Absolute Poll Change&quot;)</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig. 2b: Effect plot: Single party government -----
eff_single_party_gov &lt;- data.frame(Effect(c(&quot;electoral_cycle_cabinet&quot;, &quot;single_party_cabinet&quot;), 
                                          reg_single_party_gov,
                                          xlevels= 30))

ggplot(eff_single_party_gov, aes(x = electoral_cycle_cabinet,
                                 y = fit, ymin = lower, ymax = upper, 
                                 fill = factor(single_party_cabinet), 
                                 linetype = factor(single_party_cabinet))) + 
    geom_line() +
    geom_ribbon(alpha = 0.3,
                aes(ymin = lower, ymax = upper)) + 
    scale_fill_manual(values = c(&quot;grey60&quot;, &quot;dodgerblue2&quot;), 
                      name = &quot;Single Party Government&quot;, 
                      labels = c(&quot;No&quot;, &quot;Yes&quot;),
                      guide = guide_legend(reverse = TRUE)) +
    scale_linetype_manual(values = c(1, 2), 
                          name = &quot;Single Party Government&quot;, 
                          labels = c(&quot;No&quot;, &quot;Yes&quot;),
                          guide = guide_legend(reverse = TRUE)) +
    labs(x = &quot;Electoral Cycle&quot;, y = &quot;Expected Absolute Poll Change&quot;) +
    theme(legend.justification = c(0, 0),
          legend.position = c(0.4, 0.7))</code></pre>
<p><img 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Q0QUBQhOKDNmaHf/vz5qdknPwd+yMzmpyES0FoRUBQhOKDdR8V2AW12zTfneHYnk3zOwlPQ1BFQFCE4oOf2hHof0Nvm6PqJpOEjEcf9PM0RPenYAaWg6ggoihAa0Fsym23OPqC3jcutffhJQGf7aRlQxcmgFFQbAUURQgP61+9tDIeAXrcCOkymH22o5hxQCqqMgKIIVgEd/tHrB89uPHqYwOixCZouAooiCHfhz5vHQFtbM+mNj4FS0GQdC+jleRrINeicJqBvx0mkZsj2Ab2FcXXL8m7jdL31SSR24lN1OKDjAUhA4WXPNKa3IaDNAc6wmfQbQ9s8oBQ0UccDOhqBBBRewq9EamfPtwG9nLZuEnLnHFAKmiqFgD524gkovOy+lLOzdgppvNu+cS1nLvNACag2hYA+duIJKLzsuJnI6Dafq6fgf366f3/0Zdijh3EKKAXVczig//rp8f9mAgovu25n1yc0YApo9yPDjUHDHz2MV0ApqJrDAf08OhM/Cug15IMQAC0WN1TuPhDp9LybFfboYdwCSkG1HA9o8//pfnTdA3o/zBR0rxvgMJPPRHocLt2Y7JRdQCmokuMBbf8/3W1qDgEdHaanoIjC9FM5N0/VE9Ba/fjxjxBrAX1Mpx8Ceu4PGV22/9cNqCjxc+EpaPo0AtrsxLfh7AN6+792f93b4yvA1I5r4V8FTgXd9ehh9kZPczIoBVWhsAv/6OT1vuH59vwDgLEDAVXYTYoVUAqaGpWANv9t/jfeB3Q06Xj0uVyAoUMBPTxIY+3CU9DU6AS034m/Dnv09/32W0AVdpCALeHHQB/HlZqYflY50BTtGCgBTYxOQPsxeA/o/dz7bYgSUEQQHNDbUH0cVbq26Qy+J1P4o4cRBJSCpkUpoN1OPFug8LLjdnZvkz9djo7SeGfhKWhatALa7sRPj4FemceEKHbekX7Q3ZE+7L70ex49jKR5FDQpWgFtd+L/1+Qs/Jmz8IiimoAqO/SyoRfQ/s5MzAOFix0f6fG8C99NHyGgENELaDc/ZHIlEodAEcOOY6BPJ5HanAZ+MtKORw/jXc/GodcNvYB2N2DiWni42HMWfhiVzTht9pCOX+6RcUAp6CGKAb1veHI3JkQXPg/08jSF/ktb1GzmgVo49tIrpxnQfl5yi/uBIqodNxMZ3eazCed1627JkkcP453O3sEXX7VjAQUSsetuTP0e0nAPseMnOglorQgoilDZ7exUJ4NSUDkCiiLUFlAKmgYCiiJUFlAKmggCiiLITiJpTRRxOAaqG1AKKkRAUQTpNKZ8A8omaAoIKIoQHNDrqYyAUtAkEFAUYc+lnPqXd7hMY6KgAHTsuJmIweVxec8D7SkvEwDZ2HE7O4MbLBYRUAoK1IqAHqe8UADkYscuPAFdorxUAGQi+CTS4c8/Cnr0MN7BnFBeLADyEBxQk334UgJKQYEq7fpcePVt0GICSkGBGu04iVTIRPoel3QCOKregFJQAAdVG1AKCuCo2m5nN6IcUAoKVKfmgFJQAIdUHFB24gEcIw3oX/8192Og3ykogGN2BPSazEmkFCeCthQWCYB8hAf0nM5ZeAoKIAXBAX3+RKTT6YvJowfzLuUSjaUCIBN77kj/1txS5K37WqWfBBRAznbczq65Ev7a7bpflG5PLw8oBQXgbucNlX9++vDHe5tT5114CgrA3Y6Afnn8p9+V13/0HbxDuUhjwQDIwc6ADjem//lJ5dZ2RwKqNxtU6xcNFBYMgBzsDOj7udv0/PnJdxpTS6l36pd0UlCgEns/E6n/ZI+r8zzQllbvKCgAkR2fidQm83pqzyIpfULSsYCmuxNPQYEq7JlI36Sz+2CP68n/JFJDKXdsggKQ2Hcp5+fHFZ3u05gaWr2joAAEwgP662tbzf7W9CoboIcDSkEBONpzO7tre/hz2BQ1efTdtLunR2P5AEhaljdUHvHO5AqNBQQgZbkHlIICcJN9QCkoAC87Avr8ycYJTKTveFdyzfFXByBh4QG9pHRH+jHvSq5QeHUA0iW+I306AaWgAHzsuSO9zk2UVx9dRit3+pd0UlCgZDtuJqLfz+QCSkEB7LDzjvTWjy6kVTsKCmCHMgKa8k48BQWKtfd+oMaPLqUVO4tNUAoKlGrH/UBV7gC68ehiWrFjJx5AsOCAmuzD6wWUggKILnwifXcrZeNHl9PPniK1VwkgJdsBfb6CM8WJ9B3vSK7Se5kA0lFOQCkogMgIaCSKLxRAIvK/nd2DdyPXab5SAEkoKaAUFEBUBDQa1ZcKIAH7A3pWvKmIckAVC8oVSQA2BQb019e3+1cnvfmg2gHVKyjXdALYFBbQyyOa7Y2Vu883Nnj0o/RiR0EBbAkK6PmpmWetSUwGAU18J56CAkUJCejlpZjNzNC36Y9pPPpxaq0z2QSloEBJAgLa9PL5PiK33XidnXiDgFJQALEEBPQy3d68vCZV69EV6LWOw6AAVgUE9Dzd3LxtlKqcibcIaOKzQSkoUI7tgP76Oo2l1kfMmQSUggKII+hmItMzRmcCKmfxmgE4KDGgFBRAFEEBzWwXnoICiCLoGOgklkmfRHpPP6AUFChC2DSmLy9/dVWaSW8VUAoKIIKAgE4/Ta65ochrU3UeXY1e6mzm01NQoAABAW1y+Txt/qJ1Q6Y8AkpBAcwKuRa+uQHTeI+9uZuIygaoYUApKABzQXdjau4mMmxzdp8xp3Ihp2lAKSgAa2H3A72+fCSnzvZnLgG1OgxKQYHMBd6R/umzjdVuSG8aUAoKwFj4ZyJdunpq3Yx+/tFV6YXOaieeggJZK+pTOV8ohs6onxQUyFrJAU1/Ov13CgrkrOiAUlAAlsoOKAUFYIiA+jNeBgCsFB5QCgrATukBpaAAzBDQPZjNBGCk+ICqFtRqPj0FBbJUfkDzKGiE5QBAWwUB1S2o5i8bi7EgAOgioPuwEw/gLuhTOeck/amcLzQ7R0EBDKoIKAUFYIGAJiTOwgCgpYZjoO8UFICFSgJKQQHoqyWgFBSAOgKamGgLBMBhdZxEaniXMVS8JQLgoHoCSkEBKCOgQmazQSkokI1qjoG+a9/ZjoIC1aspoBQUgKqqAprJ3ZW/U1AgD7sC2h8OVTn8Of/oxlQjZ7kJSkGBHOwI6OhsklZCYweUggJQFB7Qp7PxH/6weXRzqpGjoEDdggP66+utm1/aL6+3r3770+TRzRkWT1vsRQNgr+CAXkfRbGL6xeTR7XlncYfoywbAPsEBPY8PfN52599MHj0C7yzuEH/hANgjNKC3jc7Poz9edPbhPQJKQQEoCQ3obZtzvNN+zfBSzoF3FXdwWDoAwlUY0JwKSkKBlFW4C09BAeio7yTSu3pATaeDUlAgXdVNY2rpJu7vFBSoU20T6Xu6iaOgQJ2El3IqXQzvFlD1gur+vhdeCwnAuspuJnKnnDgKCtSortvZjegWzngnnoICSarrhspjuoWjoECFCKgS235SUCBFYQH9+anZdf889y3dR4/JuHjaHJcUgHkhAW1nMCneRnnl0aPyTuJOnosKwJyQgJ61b0S//OhxeSdxJ9dlBWAqIKDNvPnmws3mHLzO/PnlR4/Lu4h7uS4sABMBAT0PVyDdduWVN0GdA0pBARyxHdBbNoftzovSJfDLjx6bdxH3cl5cAJ5sB3R056Wfn5TPxBcXUOPZoBQUSMqugGrdxW750aNT7pv1fHoKCqSk9oBSUABiBFSZeUApKJCM6gNKQQFIEdD8duIpKJAIAkpBAQgR0Pfsbsz0nYICaQgK6JyMPxd+wj546rwXGYB3AtrxzqGA9yIDQEB73jkU8F5kACq+I/0z7xwKeC8yAAS0411DCe9lBlSPgPa8ayjhvcyA2hHQgXre7KeDUlDAFwG9065bhAn1FBRwRUDv1OsWo6AkFHBEQB/U4xYjoBQU8ENAR9TjRkGBohHQMe22RdmJp6CAFwI6pt42CgqUjIA+UW9bjH5SUMAJAX0WpXf6vBcbUCcC+sI7hULeiw2o0q6ANjdm+vDH++W3P60e3Z93CaW8lxtQox0B7e5r1wT0dPpi9OgJ8C6hlPdyAyoUHtD+vqC3gJ5PWgVNMaDZFpSEArEFB/TX19Pptz9/froFtCmoyv2U0wyoRUGjzGaioEBkwQG9nk6f39+7gDY78Z9NHj0N+mmLMx+UggJxBQf0fGpOHfUBvW2OqpxIqiagFBQoUWhAb8lstjn7gN42Qdf34bsDpptbqYkGNN+deAoKxBQa0FsRm/NGQ0Cv6wE995881/3wjkdPhUHaKChQHJOAXkI/uzPZgOZ7GJSCAvEId+HPa8dAf346td++3gr6tu/Rk2FQNgoKlGbHSaRma7IP6G17dKWM56Gbt5Ku78SnG1CTghr8zjneiw6oxp5pTG9DQJs5ocsz6W91Hfbct6Y7JRzQfOfTU1AglvArkdrZ821Am0Oc63vwb48vV6c7pRzQnAtKQoEodl/KuX1yaLTZedtUXT2NRECteC88oAo7bibS7LiHnFwf3Wvk9k9WD4ImHVAKCmDdrtvZ9QndmJt0Hh0gPY8CepojetKxeEfwEO+FB1TA4IbK42iOvp7tZ9oBNSlopMlMFBSwZx7Qx9YoAW3Fmg5KQQFz4VciPR3MXJtIv7AFGvToqbHoGgUFSiEO6PKBUPuA/vgh+mcSFl2joEAhZAEdzZWfsj8L/4OCBoq2mIAqBQT0MnvwcnkX/mo+D/THj3gJNekaBQWKEBDQpxn0d8uXaNpfifQj/4Ka/NZZkRYTUKOQXfjrrn5GuBb+R/4FjSjSYgIqJDyJtMr8bkw/fkRNqHcBj4qzlIAKWQTU/H6gP+IW1DuAh0VZSkCFDCbS29+R/sePuAn1DuBhMRYSUCGTgFp/JtIPCrpTjIUE1GfHZyI98/xUzh8UdK8YCwmojlFApY8e5seP6Am1yVq06aAUFLBQRECzLWi8CfUUFDAgOQb66+v69PgDjx5mEtAICbWpGgUFciY7iXRRKqheQCloAPNlBFRGFtDbNujyp3IeefQwcwGloAHMlxFQF+E0JqVNUM2A2ifUJmoUFMiWOKBJnUTKu6A2v3aB9TICalJUQK0TGrV0VmwXEVAVWUD/+j3FXXgKGsR2EQE1EQW0mRS6fpcQ6aOHWQkoBQ1gu4yAekgn0offm2nXo4dZC6hxQr3bp8N0EQH1kAZ08zJ32aOHWQ8oBd1muoiAasgCqnIGae7Rw2wE1DahVk2LOZvpOwkFNNjczk786GE2A2pZUKuiRZ0P+p2CAgoKDSgF3Wa4iIBKlBpQy4RaFY2CApkpN6AUdJvdIgKqsB3Q+Y+FT/RKJAq6j90iAmpQckDtEmoWtMj9pKDAIWUHNL+Cxme1iIAKFHwM1DSh3tlTZLSEgAoUH1AKusloCQHlKz+gVgn1zp4mmyUEFG9XQPvDoVoXcsYKqE1BvaOnymQJAcXbEdDR2aTUr4WPklDv6KmyWEBA8cID+nQ2XududvECmllBY08HbVgsIaBwwQH99fXWze6jOK+3r5L7WGOPhJrFLPqE+obBAgIKFxzQ6yiaTUyT+1hjCnqUwQICyhYc0PP4wOdtdz7Vj/SIm1CzmFFQIAOhAb1tdI5vQp/k58I7FNQuZi4FJaHALjvuSD/eab9mcimneULtWkZBgeTVFtCcCmr3q9doLyCgYHXtwlsk1CdzhpSXD1Cwqk4iUdAgyssHKFdF05isEurdOwOqywcoVz0T6SnoDqrLByiW8FJOpYvh3QKqm1Dv3BnQXDxAsSq5mUjGBXWZzfSdhAIBqridnX1CDUPmMx/0OwUFttVwQ2UKKqS4fIAiVR1QxYRadoyCAonaH9Cfn7TOwScQUAq6Tm3xAEXadRKp6WbTzwxvqExBhdSWD5Aw6UAPD+i1PXvUTgdVO5GUQED1EmqZMbd+UlBUQD7OgwPabHnetjtv/7m183J6ujJeLImAqiXUL3KmlJYOkKoDwzw4oLdmvnX/adJ5zvlaeKuEepfOjMrSAdJ0aJDvuBtTcwT09p/28Ge+t7OjoAIqSwdI0bExvvN+oLf/tOUsLqA6CXWtnCmNpQMk5+gI3xnQa7cjX2JAVRLqmDhjCgsHSMzxAb4zoOf+jkw531DZNKG2FfObzURBUR6F8b3vjvTDIdC8b6hsWVDbiDnOB/1OQlEWldG94470t3ReuouQmilNWd9Q2TChtg2joIAOncG9ax7oqbun8jn/GyobJtS2YX93TejBRQOkQuKz0RoAACAASURBVGtsh1+JdGn72YTzUsINle0Satsw34KSUBRBbWTvuBa++SSP/hS8yv773KOHsQ5o0gVlNx44RnFgV347O5uEGjfMs5/fSSgypzqsCahFQuMWLbYjSwZwpjuqCahJQqMGLboDCwZwpT2odwW0PxNfymciGRY0Ys1cyJcM4Eh9SO88idRTup9y6gE9kNB4LfMhXjCAG4MRvXca00DnPHzyAZUnNFbJvEiXC+DFYkDvmkjf77uPvjwog4CKE2qeMNfZTN9JKPJiM5x3XMo52urs7658WBYBTbWgvvNBG8IFA0RnNZh33ExknMxzmXdj0k2odb8oKBDGbCzvvJ3doMj7gaon1Lpf/gUlociA4UgmoJYJtc4XBQW2mA7kHcdA3xb/JJZTQCUJtW3X9yQKSkKRMuNhvOcs/OOTjK9KM0HzCqggoZbhavn3k4IiXeajOHwe6PU+f/62O680kz63gCZY0CSI3kXAmv0Y3g7oLZdzqjsGKkyoWbTSInofAUsxRjABtU6oUbFSI3ojATNxBjABNU+oSa8SJHorAROxhm+Wt7P7xz+ySqhBrJIkei8BffFGb6YBzSqh6qWakcB0pu8kFGmIOHaFAXWeSE9BX6UwIfQ7BUUCog5dSUB/ffU/BppXQnUrNSuRgpJQ+Io8cPcH9JrGSaQUChqeUM1ELXD+vOMH0VsKaIg+bHcGtN34PJ2U7mZ37Cx8CgUNTqhenxZRUFTOYdTuCuhVcwrT7KOH6eOVxEZoaEK16rQmlYKSUHjwGLPhAb1vfOp8msf8o4cZ2pVGQQMTqtSmVYn0k4IiPp8hGxrQxyfKqdxJeenRwzzalUZCw561SpmyIXpjASGvARsU0GHj87c/b18lFdBEChqUUIUq5UT0zgISfuM1IKDX0UcZJxfQRM4lBSVU4V3Oiui9BfbyHK2h18L39wJNMKCpbIQGJFTljc6J6N0FdnEdq0EBfdxJOcWAJlPQ7YTqvNU5Eb2/QDDnkRq6BdrPXEoyoMnsxm8nVOvd3pDKdKaG6B0GgriP04BjoMMppM/vyQY0n41QvTd8TTITQhuitxjYlsAwDZvGdL98M9WAplPQrYZqvufLkiooCYWFJAZp6DzQ+zT6RAOaTUJ13/VFaRWUhEJdGkN0x6Wcw1z6dK5EepZQQdcSqvy+L0msoCQUqlIZoLuuhR82QxO5Fn4ioYKuJFT9rZ+XWkFJKNSkMzz33s5u2AxN4G5MM1LaCF1OqMG7PyexflJQKElpdO6/H2i/Gep9P9B5SRV0saEmAyAH8pEC9NIam6KP9LgmG9BMEmo0BjJwYLAAhquO8PkIPxPp19dUA5paQecTajYM0ndkvKBy6Y3LLD+VcyNZiRV0NqGGIyF5h4YM6pXiqCwxoMlthM4l1HQwJO7YoEGd0hyURQY0vYLONNR4PDykNp2pcXTgoDapDskyA5pFQs2HRC+5CaGtw2MHFUl3QJYa0BQL+prQCKOilWZBSSgCpTwciw1oDgmNMjC+J/SBx88UBhDKl/ZoLDigSRb0OaGRxkaqBSWh2JL6WCw5oIkmdNzQaMMj0YKSUKxJfySWHdBECzpKaLTxkWY/v5NQLMphHBYe0GQTem9o1EGSJrXhhJLkMQqLD2iyBR0SGnmcJElvRKEQuYzB8gOafEKjD5UUKQ4q5C+fERj6qZwTyd5MZEayBe0a6jBaEqQwnFCGnMZfFQFNPaEuAyY9CgMK+ctr9FUS0JQL+iPqmEl0OlNHYUgha9mNvfBjoNfT6cMf7VdNUnU+WS5eQNNO6I944yTVOfU9lWGFTGU48oID+vPT6fP9D9ehpQfFDGjaBf0WbaAkXlASWq0sx11wQM9PnyN31vlUuagBTTqh325iDRUSivRkOupCA3rbbR/vtV9zOwba+Ue6Cf0WMaGpF5SEVsd7xBHQQIkXNFpCIz2OmMLgQi68B1tL+NxDA/rr68su/G9/Ch9x9dHDHApVsgn99i1qQ1OnMLyQA++B1hM++x3HQEeboJdTlsdAO8kXlIR2NEYYEuc9yO6Ez3/PWfhht735MsOz8A+pJvQbCX2mMcaQMO8BNiJ8BeHzQC9P8+jzmwc6ln5BaWhHZZghTd6D64nwNey4mcj1kU+d7U+/gCab0G8k9JXOSENqvMfVK+HL2HU3pv6qTpUT8POPHkYjVTkU1D6hiU9n6miNNqTDe0xNCV9IDbezW5BmQr99i9nQ5GeEdpSHHZx5j6c5wpdScUAzKahtQzMpKAktiPdYmid8Mbt34T/88X5RmQM6++hh1GKVZEKnBSWhDaUxB1/ew2iJ8OXsCGh3BLQJqNZJePeApnlt50xBLRuaTUFpaPa8B9AK4SsKD2h/BukW0HP205hGsimoZULtfrU2lWEHH96DZ5XwNQUH9NfX0+m3P39+amYwnbXOxCcQ0CQTOl9QJja1NAYeovMeNluELys4oNdTcz/QLqDNTvznhZ879uhhlHOV4H78UkFJaENj6CEm7xETQPjKdlwL35w66gN62xzN9mYic9JL6GJBaWhLYfAhEu+xEkb44nbcjanZ5uwDetsEzfR2dktyKigJbSgMP0TgPU5CCV/ezvuBDgHN9n6gy1JL6FpBaWhLYQTClPcI2UH4CgnoXWr78esFJaENhTEIK96DYx/hixTuwmd8Q+UViSV0o6AGDc1mQuiIwjCEPu9hsZvwde44idRsc/YBvW2P5ntD5TWZFVQ7oRnNqR/RGIlQ5T0kBISvdM80prchoM2cUJWZ9MkFNLGEbhdUOaJ5FpSGJsV7MMgIX2z4lUjt7Pk2oM2tlXUuh08woEntxwcFVLehJBRHeI8DMeHr3X0p50nzlqApBjTPhOo1NNeC0lB/3iPgCOFL3nEzkWbHXbefiQY0qf344ILqNTTTfjZ0hiUkvN/7g4Svetft7PqEFnFH+g3pJHRHQZnb9J2G+vB+148TvvCab6i8Kp39+F0FpaHfaWhs3u+3CuFrJ6CLkknozoLS0O80NB7vd1qL8OWHX4n09EmcZU6kf5VtQYnodxoagfdbrEm4CMQBLe9SzjmJJFRS0OMNzfVs/IPCEMUS7zdXmXApyAL61++VBDSV/XhZQQ82NN8JTSMKoxRT3m+rPuGCCAjo5TSnhl34VhoJlRb0UEOLKCgNVef9hhr4+9+FyyIgoE8z6O8KuiP9liQSKi/okYYWklAaqsf7rTRxG+bCs+chu/BXq35mEtA0DoUeKai8oaUUlIZq8H4PjbSDXLhIhCeRlOQS0CQSeqyg4oYW0s+G8uitjPe7Z6fdSBAuFQIaKIH9+KMFPbAhWgzlAVwN7/fNnnDBMJE+mH9CFQpKQ2nobt7vWBTCZbMnoJfuJqB//a52MXxWAU0goSoFJaI0NJz3WxWNcPnsu51dG9Cfn04696PPLqD+CdUqKA2lotu836GohMsoOKDtnZjac+/tSXmdgmYXUPezSXoF3dvQUs7GP1EZxUXyfmcieB7RwuUUHNDL6XQ/jdRMrS/1Iz22+SZUs6C7IlrOhKYXGgO5LN7vSBR/fxnQwmW141M5R0c+b3vxZX6oXBDf/XjlgoY3tNiCfieiD97vRCyT0SxcXjs+F348d/5Sz6Wcc1wTql7Q4IiWnFAiWk88Z0eycJntCOh4p/1ay81Elngm1KKgYQ0tu6Dfa46o95KPa2YcC5dblgGtPaE2BQ1qaNn9bCmM68x4L/EkCJfdjmOg45123xsqvydRUMezSVYFDYtoBRTGdh68F3Q6hAtwz1n4x0HQq+/dmFo+6XrmllDDghLRO40hni7vpZsY4VIMDmgzj76fx9R8qXMx0pGAJlNQl4TaFpSIPmiM88R4L9IkCZdl+JVIzze1U5kGeiygdSfUvKBEdExluCfAezn6WjsFKlygO66Fby7h7GndmelgQJMoqFdCYxR0OaKFn42fpzPonXgvPH+vU+efCRfrrrsx9fem17ux3dGAVp3QSAWdj2jp85lWaAz8uLyXWBo25uAJl22Wt7Mbi96tWYUXdCaixU8JXacw+GPwXkzp2ByvwiWcfUBrTmjUgr5GtPKCthRGrxnvZZOYzdEqXMy7d+Fv++8XlTmgs48uErtb8zz242MX9DmiJLSlMYRVeS+QPAkX9o6AdkdAm4BqnYRXCmjFCXUo6Cii9POVznCW8H7l2RMu9303VO4Cek5lGtND3GwtqiahTHHapDSyV3m/xpII34JdN1T+7c+fn5pT8OckJtI/i5utRfET6lVQKhpMbZA3vF9MVnbsIwnfjuCAdldvdgF9vq7zAMWAplLQ+An1LCgVlQsc195PM2PrEz9fCLMTHNDu9iF9QF9uLTLVTbrfjKxmQOtNqHdBv337+NFyPQAk9p3kFEZnx92Ymhz2Ab1tgq7tw7efnxRyxaduQJMpaOyEevfzFtCPH9kURUr2zhERNmfn/UCHgK7eD/TRz62CKge02oR6B7QvaMNqfQB22TvHTlgci4Be+r335rz9+p6+ekDTKWjchPrms/FI6DcqivwIgyPchV+7ofLtRx/3vVu/bl4/oLUm1DGdvaeCfiOiyIswNztOIjXbnH1Ab2Vc/lTO0Ud2bk25twhoQgXtEhqnoV7dHPk483feqwUQRlibPdOY3oaANgc5g2bSnz0CWmlCo/dyB++VA9UQXx0nbE34lUjt7Pk2oM0xzqDL4W8bqusT7o0CmlJBI+7Je2dyg+p6AszYNfPzmTA1uy/l7ARdiHSJfxb+LkawgsVKqHciQ+iuMMDIkdvbCEOz42Yio9lJAf08T2YxnebInnWACL3aIVJCvevY+Th3MPSZ5loDtI7dHUzYmV23s+sTGrT5OQnobD8t7z5q36s94iQ0Qh63vZ6PX6K36gBHPyVBWBmrGyoPm6ujY6WxA5pYQeMk1DqOQUIL2lNbgwAxYWRM70jfHDZdnu409+jKrHO1U4yEmlVxl50JbXmvQaiaMDFKAb2fYXqeOL81k946oKkVNEZCLXq43/5+DrxXJNRJWJhdAe0/2HhmCtNCQLfue2ce0EQTatpQzQ468l6hkAmlz0UQ9mVHQK8rs5iWAnp1D2hyBbVPqHf6VKmsHCjWgZmfz4R5CQ/oZXzuJ/Sj4RMIaIIJtd6T946eAY1VBMVRy6d9QJvd937Dc/TlnPFu+8a1nHECmmBBrTdDvXv3IDibtEpnbUEJFPMZ42YioxSuHtq89XXI6+jLsEe3YlYqOduEqkbriI+SE/IBtNYb5Ev1Y7WFZdlxP9BxMjduZ9dnc7gxaPijm7EK1SGWDTVolpBVQjt6axCqJgxLeECfDnuu3lC5P1nfWp0GGjGg9SXULFn72Sa0473+IXPCrFgEdHTfkfV+Rg1omgU1PKFkXKxdzPv54L0iIk/Cquw4Bvq2+KepbiN08553UQOadkINGhqtWWnyXiNhRPPI54OwKXvOwj8OZ14Db6i8+9GN6UdKh1FCvROWCIvVDV5UT72PCJMSPg/0VtDHRx1tf+S77NHNqUdKi0lCvdOVGIPVDnFZ5TPGWfg5QXe22/Ho9rQbpcdiM9Q7WRP2Z5NCmKyBMGeXTwIaTjdRmgwS6p2qVzFOyO9itDrCgl0+CegOqoVSpt9Q70K9Si6hd2brJjIgjInp/UD3P3okmoHSpp5Q7y5NpJvQO++1GdEJU1JnQJMuqPoJJe8aTaXez1feKzfsCUtSaUCzSKhaQ737Uxrvdb0yhgc+R4QdqTagiRdUN6HexSlajLW7YpZn3seEGQk/ifQ8c/7X/zh2+mjh0aNSqpMZxYZ6R6ZuEVb/UsXKZ4yz8OMLM9evhZc/elwqbbKkl1DvhixJ/nSSnShZyFu8fMaZxvRl9IcSAppBQtUa6p2LBRmckY8rUi7yEC+fce5I32+EnoNuFCJ69OiOl8ncP3Qa6l2GJSR0n2hFqYwwIDtOIrXd/NyVNPQzkfY+enwaiTOn0lDvNX8RCdXlnaI8Cfux5yz840bJOrcSSSKgmSRUZVfee81eRD/teQcqdcJ67JvGdA65S/KRR/ehkzhzxxvqvRIjNd7ZmhPxwOeIsB27Atp82tHxC+DXHt2LVuOMHd6V915fkZvoIYt55n1MWI49AX18MnxRu/AtvcgZO9pQ7xUSBTueMa98xrmhcnvyqJ3QVM5JpDvFyBk7llDvlWwdp5OKsjNifvk0D2i3994d/byqHQhNKaA5JfRQQ71XqlWckS/aRsT88hllIv392Ofjk98PSiugGSZU1lDv1WgVCa2HWy1nCJOxI6Dji+HLuJRzSrlytuQN9V5x1pHQShUd0P/2fOVRCTcTmaWeOVPShnqvKhvoZ00W3u2yAmojwYDmllDp8dDIKwkwL3x/g4BuP3oaLDJnStJQ4/UCCHDkcE3OAT0Xegy0Z5M5U/sbqroiAPvpHe1OOKB//T4zZanwgGaZ0N0NVRm5xjidVDKTdzfdgF4flyAVH9A8E7q3ofqjVxtn5CFHQF0Zhs7QrhPz3iM8AAmFAgLqwLZ0dnY01HtchyChZfF9MwloTNapsxPcUM/BHIp+FuNjKv87JKBxmJfOTmBDvUcyqvExmXw+EFBrEVJnJqih3kMYtUiuniPCOhDQbVFSZyakod6DN1zCayCyJowDAQ0RJ3VmthvqPXqDpbcLiDII00BAw8RqnZWtE/PewzccCYUFYRgIaKiItbOx0VDvARyOhGYlkzdLmAUCGi5m7YysRdR7BO+QxyqJbwlNW9oijEJQQOdUGNAiErrSUO8hjNJkU89vBDSS6L0zsdBQ7zGMwuSTTwIajUPvLMxviHqP4t0yWkORNGEOuKHyfi7BMzDXUO9hvFdG+4hImjAGBFTCqXgGphH1Hsh7kdDEZPp2CFNAQGXciqfvtaHeI3k3EpqQnM4bPRGGgIBKOSZP31NDvYfyflmusQXKtp7fCGh8rsXTN94Q9R7MyFO++SSgHpyTp+4f94h6j2axnFdheBI2gIAe4p08fX1Dc61QzjuRuSpjgQsLQEAP8g6ehS6hua4WNDSqUha3cP0noId5585GW9BM14xMn3aG8h0jE8K1n4Aq8I6dlY8pfgQDElLQ6BCu+wRUhXfqjHy7f4xNrqtJxk8dUQnXfAKqxLt1NrqxlXFEs33iCStzgQrXewKqxjt2NobxlW9Ec33eiSp0cf4QrvUEVJF37EyMBlmuEc3wKScqz/d/222cC9d5AqrKu3YWnodarhGFhkLf+WaYC9d4AqrLu3YmXsfbx3wrmuezhqVukAtXeAKqzjd2JmZG3cc8K5rjc/ZW+PLqx7hwbSegBlxjZ2N+7GVZ0eyesKMc39997iNcuK4TUBOOqTOyPAQzXMlyeq6ucntj9xoNcOGaTkCNuJXOyvpIzLCiqN54fAvXcwJqxqt0ZraGY4479Hk92yiqWSTPo1u4lhNQQz6dsxMyKjOLaF7P1lxNi+NlcAvXcQJqyqVzdkLHZl7bork8zwjqWRSTsS1cwwmoMYfMWQofoR8/5pVR1GQ6soXrNwE1F79ylnYO1Nwqms0TVVTfS54b2MK1m4BGEDtytgQDNp+M5vEs1WTyruiaH9bCdZuARhE3ccaE4zabffrUn5+i9N8MfQujWrhmE9BIoibO2JHhm0tFO5k8zV1KfE3hFge1cL0moNFELJy5o8M4l63RHJ7jHqW9nt2Wh7RwrSagEcULnDmNwfwxj4ym/ez2Kem1CKyNaOE6TUCjitU3e3qjOo+MdnJ5noPcnq+t1QEtXKMJaGSR+haB7uDOY3M0+Sf4Irfna2ljOAvXZwIaX5S8xaA/yPPI6EOSTzW155OEzcEsXJkJqIcIcYvCarRnk9HUnmRqzycZ22NZuCoTUCf2dYvCctBnk9GH2E/39fFyWlYRhYxk4XpMQN1Yty0O88H/8Zn54x3iHVDMCBvIwrWYgDqyTVssUVaCj6+iPOphs1uIB559Xq8+CaHDWLgOE1BflmWLJer6kFdItwJ69M/YED6KhSswAfVmF7Z4HNaMvEK6hGDa2jGGhasvAfVn1rWI3FaRyb49uUFv1wgWrrwENAlGWYvIe2WZCyktrdnOASxccwloIkyqFpX3CvNAS7F7+ArXWwKaDoOoReW9zsyhpVUSjF7hSktAU6LetMi815tVtLQakrErXGUJaFq0kxaZ95oTiJaWTDZ0hSssAU2ObtJi81579qKlhZEOXOHaSkATpBm0+LzXILGFE/n0NCPyYStcVwlokvRy5sB7JVKw3FJ6mrAjo1a4phLQVGnlzIP3iqSNnGbh0JgVrqYENF1KNfPgvSrZWt8+pag+Dg5Z4UpKQFOmEjMf3qtTPBs5pahRHB6wwlWUgCZOoWU+vNcoP9tFJbbKFMarcP0koOlTGB0uvNeqZBwqKoXdpDJahSsnAc2CyhCJz3vNyhBF3U1nrArXTAKaCZ1REp33ylUeivpMa6QK10sCmg+toRKX9wpWvP3brAXFVm+cCldKApoVvfESj/c6Vp1DRc2qsJrDVLhGEtDcaA6aSLzXMyzKuau6g1S4OhLQ/OgOnCi81zVIpZtV5SEqXBkJaJaUB08EUdctWHPfcFUfoMI1kYDmSn0EWdNbeZCoaD01GJ7C1ZCAZsxgGFlSXFORJ52emoxO4TpIQLNmMpTsWK6byI8op0ZjU7gGEtDcGY0nIzFXT2QmZIffbGQKVz8CWgCzQWXBeSVFLuYa+o8x3XEpXPcIaBl0B5Mt7zUTeXrOp3ZJhSseAS2GyjCKwntNRI4mw0i3pMK1joCW5MgAisp7ZURu1kaTSkmFqxwBLYywaNF5r5DISeCgOlJS4fpGQMsjClp83islcrF/bAlKKlzZCGiRBD2Lz3u9RBYOjbHwc07CNY2AlurQuIvFe+VE6rRG2ub5e+FqRkALpjX4LHmvoEiZyZCbb6lwHSOgZTMZgbq8V1Kkyn7sEVBssh+GR3mvqEhR5EEoXLsIaA0ij8X9vFdWpCb6EBSuWgS0EtEH5E7eKyxS4jAAhesVAa2Gw6DcxXulRSpchp9wrSKgVXEZmsG8V1ykwGnwCdcoAlodpwEaxHvlhTO/oSdcmwholfzG6RbvNRiOPAeecE0ioNXyHK2rvFdj+PAddcK1iIDWzHfILvNelRGf95gTrkIEtHbeA3ee9+qMuLzHGwHFAd6Dd473Ko1ovIdaS7jqEFB0vAfwlPd6jSi8h1lPuNoQUNx5j+EJ73Ub5ryH2J1wnSGgeOI9jl94r98w5T28RoTrCwHFhPdYfuK9jsOM99B6IlxXCChmeY/nEe/1HBa8R9Ur4XpCQLHIe0zfea/s0OY9oqaE6wgBxSrvcd3zXuGhyXs0zRGuHwQUm7zHdsd7rYcS74E0T7huEFAE8R7fDe81Hwq8B9ES4XpBQBHMe4z/oKGZ8x4+K4TrBAHFLt7jnITmy3vorBKuDwQUuzkPde8OQMJ50GwSrgsEFCK+o927BtjHd7QEEa4HBBRyjuPdOwkI5jhKdhCuAgQUB3mNeO8uIIjX8NhLOPoJKDT4DHrvOGCDz7AQEQ58AgotHsPeuxBY5jEe5ISDnoBCVfSB750JzIo+Do4SjncCCn2Rx753LPAq8gDQIBzqBBQ2oo5+72BgJOo7r0Y4zAkoLEUb/97VQCfaG65NOMAJKOzFWQW824E477MN4dAmoIgkxlrgXZCaxXh/DQlHNQFFVOYrgndH6mT+tpoTjmcCCge264J3TWpj+25GIhzJBBReLFcH76bUw/JdjEk4iAkonFmtEd5lqYDVW+dBOHoJKJJgslJ4B6ZoJu+YH+G4JaBIiP564Z2ZQum/Ud6EI5aAIj26q4Z3bIqj+/YkQjhUCShSpbh2eCenIIrvSlKEg5SAIm1aK4h3eEqg9V6kSDg8CShyoLKOePcnbypvQbqEA5OAIisHVxPvCuVKpVFJE45HAoosydcU7xblR69SCROOQwKKrIlWFu8iZUQ5U+kSjj8CiiLsX2O805Q+/UolTDjuCCjKsmut8U5UuowylS7hcCOgKFTomuOdqvRYdipZwlFGQFG6gLXHO1npMA9VqoSDi4CiGutrkHe6/MUpVaKEY4qAoj6La5F3wvxETFWahEOJgAJPRfVOWXxezUqKcOQQUGDCO2nReGcrHcKRQkCBBd8H3pkz4V2sxAjHCAEF1nyf8k7fUd6tSpJweFgF9HpqfNn76ECSZjKaZU69M5Uu4cCwCejPT6fO3/6579GBdK1UNP2iegcqdcIxYRLQez9Pp9/+3PXoQOoCM5pQUb3blAXhaLAI6F+/9+G83Ar6edejA1nYX1GXrHpXKSPCgWAR0Mt9w/O6sQlKQJEzhYyaZdU7SLkRDgGDgP76evrwx+TLsEcHcmNQ0WOF9U5RnoTvvkFAf346vUkfHchZ5JiOjJ6Ed4ryJHzHDQJ63TjwufboQCEiV1PIO1vpEC5Ag4Bemvmft5135oECjcSiuYt316IRLh+DgJ5PH/64zMwDPc05/GhAntIMZiDv3OkTLgibgP73eyAfBZ3tJwEFiuEdwSOEL1k/oN3Oezt7qbme83E+iYACdfOu5ArhKzIKaH8W6ecnpjEBmOcdzTHhS1AKaHPxUevWy/No9vx5/UQSAQXQI6BDQO/TmDamNBFQALOqDeiFgALQU35Ax66jM0cEFICeCgL689Nj8hLHQAGYKDWgTTX7TdBxS4MeHQB2Kyqgzf2U7/NAuR8ogHjyD+j75TFRnjvSA/CRa0D7j5Tb7CcBBRBDXgFtj4NufqQcAQUQVyYBFT46AERAQAHgIAIKAD4IKAAIEVAAECKgACBEQAFAiIACgBABBQAhAgoAQgQUAIQIKAAIEVAAECKgACBEQAFAiIACgBABBQAhAgoAQgQUAIQIKAAIEVAAECKgACBEQAFAiIACgBABBQAhAgoAQgQUAIQIKAAIEVAAECKgACBEQAFAiIACgBABBQAhAgoAQgQUAIQIKAAIEVAAECKgACBEQAFAoooyAAAACf1JREFUyDugAJAxAgoAQp4BlZk+abBQ5rBQ5rBUZqgtlAyWLQNgBgtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlBgGtHAtlBgtlDktlRk0BzeI5RsdCmcFCmcNSmaG1UFi4ACBEQAFAiIACgBABBQAhAgoAQgQUAIQIKAAIJRPQv34/3XwO+9bKDxdl5XX+/NR868Mfw59/fT3dfYn3DB0sLpS5RVDLSFl6oZfTk/b79QyVxl+//+2fs3+tE5VUAnru39BHEVa+tfLDRVl+nd2b3RhGx+NvCl8rQhbKfRHUMlIWX+hcQKsZKo3b/y3mAqoWlUQC+nifJ692+q2VHy7K8uscrwL9966j1aTktWLlzZ8uglpGyvILnQtoLUOldZ597/WikkZAm/3R3/7s3tq3rW+t/HBRVl7nZVgXzvfvXSpYGd7X3/zJIqhlpIS90EtlQ6XRHq2YFlExKmkE9Dx6HS+b0NNvrfxwUZZfZ7MB2q8Cl2F8nEvfyOqsvfmTRVDLSAl6odeuEO/VDJX34UTB9NUqRiWJgN6CMNqS/rz+rZUfLsrK67w+/i/Z/C/2S/fffvUo2tqbP1kEtYyUoBd6+5k+DJUMlf5A13+YOQaqGZUkAnqr/tvjy6d3d/qtlR8uysrrHL/H5y6gtxFQ9E5qb+3NnyyCWkZK0As938dMJUOlO9D1Ze4kkmZUkgjoKAivr3f6rZUfLkrg6zx3Gxa3jdIv7f9xi95VXV0ok0VQy0gJeaGPHfhahkqzWN7mF4hmVFIJ6HBU+/b0n97X6bdWfrgoYa/ztia0K8bl9OE/9mcRC97UWl0ok0VQy0gJeKHjv65kqPQWAqoWlSQCeh6dFjw/P/3pt1Z+uChhr/MyOh1/Kn+1WFsok0VQy0gJeKGX0bnlSoZKby6gmlFJJKDj+awvAX391soPFyXodQ4HbJpzSd2PXE8lny9ZWSjTRVDLSNl+oY8zSPUMld58QPWikmBAnyapTb+18sNFCXmdt352o2O0htz/rkQrC2W6CGoZKdsvdDRto5qh0tsO6LGoJBhQtkBbAa/zOnvZRMmtCHzz59aKckfK5gtdPKxX8lDpVbgFSkBb269zvp9Fz3kMfPO7RVDLSNl8oYszc0oeKr0qAspZ+Bmbr/O8cA7gWvBaEfjmd4uglpGy+UIXO1nyUOlVcRb+ujwLa/qtlR8uysbrbM4FzM+HLnmtCHzzux+rZaQEDJWFJJQ8VHpzC0QzKkkElCuRZqy/zuYq34WxX/K9IgLf/G4R1DJStl7o8osveaj0qrgSiWvhZ6y+ztdbHjxfSVHu3urKQpkuglpGytYLff67WoZKby6gxV0Lz92Y5qy8zvG8vuFHhgFwLfrWbcsLZWYR1DJSNl7o81mRaoZKZ3aPvLS7MXE/0DnLr3O4BdPz33Tj5FL2Nc7rC+VlEdQyUtZf6EtCqhkqndmAFnc/0On9oB/bWNyRfrJQxrcU7+8q3t35sFPwzuraSJlZBLWMlLX15367hEE1Q6U1DqhFVBIJ6OQTSUYDgM9Eelko4w8FGwI6Wi0KPy2wPFJmFkEtI2Vt/ZmcFalmqDTmA6oXlVQC+vqZeOOjfHwq5+OP/cmRaUCH7dKid1VbKyNlughqGSkrS2V0hnlQy1B5XwxocZ/KCQDZIaAAIERAAUCIgAKAEAEFACECCgBCBBQAhAgoAAgRUAAQIqAAIERAAUCIgAKAEAEFACECCgBCBBQAhAgoYrg838K0vRfljg+Q/et/737Ehd/e30049F6YZX8eMg4joIjhWEDPglsiz/72y/MzEP4WYEBAEcOhgF4l95Sf+e3Pn4US9OnfBBSrCChiuMx8AE/sgLb97D7Tof34hpBtUAKKVQQUMaQQ0PP4I2+uYZ+pRkCxioAihgQC2pw+Gv2aS9BOPAHFKgKKGDYCen39lN3r4yjl9enDR59/8nz7met9x/w8/lzaSfrOz8XsPqJx1ObbX3x+fezV5wgQUESxGtD7B5UPrbr/RfNvxgG9f6Jz/5O3gP6/IZqP81Rt/F4D2hwBndbv9guHql679D499spzBN4JKOJYC+i9TUOdHh983yRtFNDHN/qfPJ/+5VN/Un98nv/z+zSgt0eZa995tMXapPT5sZefI9AgoIjhZRrTeBux2TRsY3UdzoyfH7ls/3zfzx5OA13GP9ltQTY//Hn4ovmr14Be54953sr4efzFy2MvPkegQUARw0pAH2XrDksO/3l8MQT01rh+c3H46nFc83oPW7+pGRjQfsOzeYZzj730HIEWAUUMKwE9P4rUlfLRwsv9KOjn/o9vj9/Xby9Ozs/fErcQ0NlNx8t9X715Uq+PvfQcgRYBRQzLx0BHp3Gajce3mZ8dmnV+fKP7yfHfPH7pac8W6LDr3v/n9bGXniPQIqCIYTWgL9um59ed5Ov9tND9G7eMNUl7+tHr/ZfMBbT/FxP9puel++nXx156jkCLgCKG5YCOzm9vB/SexH6b8PyU1NWALh68bKcv3X66Pys1F9DpcwRaBBQxrAb0JUiiLdBhI/Fv/1w4BjqZBzoc7mwn0N9+35e5x156jkCLgCKG1V34l5mVIcdA+/o9ene5T9BcCOjk2s3zY3LUb3/2e/DLx0CZ/Yk5BBQxLAd0eoXQ04ykt/fZs/Dn4Sz8Yxr8kNLr/C7867Xw13txb/vw/9bvwU8ee+k5Ai0CihhWrkR6bDv2pXxM9+wzuTYPdBLQZl9+NqDtVKqnuzH1f7j9i3/t9+Anj730HIEWAUUMKwFtj172ByDv0+Pbvzj32brPQBpfidT+zWMXfvjZy3AV5sL9QLtHah/zvkN/GV2g+fLYi88RaBBQxPB6R/rRJPXR9KPR1ZjjP3cnweevhR/tuD/MB/RlNtLju83vf5v+zPjM/+Q5Ag0CihjWAjqaJfTYqR7/udt0/Pw+dzem++bgefgd/+Xr828fOz+ewGg2/Pj0/stjLz9H4J2AIo7VgA7fHjXt+rSN2Bb07fGN0f1AH+XrEne/FHThVsiXST7fu/Pw84+99hwBAgrc78gE7ERAUb0L54UgREBRO24PAjECiqrxSUc4goCialfODOEAAoqqvVzgCexCQAFAiIACgBABBQAhAgoAQgQUAIQIKAAIEVAAECKgACBEQAFAiIACgBABBQAhAgoAQgQUAIQIKAAIEVAAEPr/h/Rd5n3iERIAAAAASUVORK5CYII=" width="672" /></p>
<pre class="r"><code>## Fig 2c: Effect plot: PM dissolution power ----
eff_pm_diss &lt;- data.frame(Effect(c(&quot;electoral_cycle_cabinet&quot;, &quot;diss_pm&quot;), reg_pm_diss,
                                 xlevels=list(diss_pm=c(0,10), 
                                              electoral_cycle_cabinet = seq(0,1,0.01))))

ggplot(eff_pm_diss, aes(x = electoral_cycle_cabinet,
                        y = fit, ymin = lower, ymax = upper, 
                        fill = factor(diss_pm), 
                        linetype = factor(diss_pm))) + 
    geom_line() +
    geom_ribbon(alpha = 0.3,
                aes(ymin = lower, ymax = upper)) + 
    scale_fill_manual(values = c(&quot;grey60&quot;, &quot;dodgerblue2&quot;), 
                      name = &quot;PM Dissolution Power&quot;, 
                      labels = c(&quot;Lowest (0)&quot;, &quot;Highest (10)&quot;),
                      guide = guide_legend(reverse = TRUE)) +
    scale_linetype_manual(values = c(1, 2), 
                          name = &quot;PM Dissolution Power&quot;, 
                          labels = c(&quot;Lowest (0)&quot;, &quot;Highest (10)&quot;),
                          guide = guide_legend(reverse = TRUE)) +
    labs(x = &quot;Electoral Cycle&quot;, y = &quot;Expected Absolute Poll Change&quot;) +
    theme(legend.justification = c(0, 0),
          legend.position = c(0.55, 0.7))</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code>## Fig. 3: Historical development of the electoral cycle effect ----

effect_decade &lt;- as.data.frame(Effect(c(&quot;electoral_cycle_cabinet&quot;, &quot;elecdecade&quot;),
                                      model_decades,
                                      xlevels=list(elecdecade=unique(dta_decades$elecdecade), 
                                                   electoral_cycle_cabinet=seq(0,1,.01)))) %&gt;% 
    mutate(elecdecade_print = paste(&quot;Decade:&quot;, elecdecade))

ggplot(data = data.frame(effect_decade), aes(x = electoral_cycle_cabinet, y = fit)) +
    geom_ribbon(aes(ymin = lower, ymax = upper), fill = &quot;grey80&quot;) +
    geom_line() + 
    facet_wrap(~elecdecade_print) +
    scale_x_continuous(breaks = c(0, 0.2, 0.4, 0.6, 0.8, 1)) +
    xlab(&quot;Electoral Cycle&quot;) +
    ylab(&quot;Expected Absolute Poll Change&quot;) </code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>##### 4) Create plots from appendix ----

## Fig. A1: Loess regression line with 95 per cent confidence intervals
## (takes some time to run) ----
dta_gov_cab_cycle &lt;- subset(dta_gov, electoral_cycle_cabinet &gt; 0)

ggplot(data = dta_gov_cab_cycle, aes(x = electoral_cycle_cabinet, y = poll_change)) +
    geom_smooth(method = &quot;loess&quot;, se = TRUE, colour = &quot;black&quot;) +
    geom_hline(yintercept = 0, linetype = 2, colour = &quot;black&quot;) +
    xlab(&quot;Electoral Cycle&quot;) +
    ylab(&quot;Change in Party Support&quot;)</code></pre>
<pre><code>## Warning: Removed 94 rows containing non-finite values (stat_smooth).</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Note: Fig. A2a, A2b, A2c, and A3 are part of the file models_plots_tables_nlme.R

## Fig. A4a: Basic model ----
ggplot(reg_base, aes(.fitted, .resid)) + 
    geom_point(alpha = 0.3) +
    geom_smooth(n = 40) +
    labs(x = &quot;Fitted values&quot;, y = &quot;Residuals&quot;)</code></pre>
<pre><code>## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = &quot;cs&quot;)'</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig. A4b: Combined Model -----   
ggplot(reg_combined, aes(.fitted, .resid)) + 
    geom_point(alpha = 0.3) +
    geom_smooth() +
    labs(x = &quot;Fitted values&quot;, y = &quot;Residuals&quot;)</code></pre>
<pre><code>## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = &quot;cs&quot;)'</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig. A4c: Basic model with lagged DV ----
ggplot(reg_base_lag, aes(.fitted, .resid)) + 
    geom_point(alpha = 0.3) +
    geom_smooth() +
    labs(x = &quot;Fitted values&quot;, y = &quot;Residuals&quot;)</code></pre>
<pre><code>## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = &quot;cs&quot;)'</code></pre>
<p><img 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EaY1+N3je5PAt0Lf3rge+VOXgFdI0sl0C2sxo8zSrwVYy7j0/OU7X8TlEDPjw/oxayRpaaZXxustufdunn5mT/yB5wlPxFKoB+A88cWe2KqX4ThA1tntT3x+r3xO29/8kLPT4QSqOIR2FPVewfecu0ZXvfGJWRPxfjO+J03dw61noe8BMVOKIEqHoI9feXX4y0UPtDmJgnu0SzcF7+TP188b6H4UgJVPArfJctnkO03igjHD2ekwu00fI9q9i7yZ6cxEKhm8S+EEqjiFHhGrPiNNtY3DmekzSt1zD1zW/dweB/kwq90nVF8KYEqHonjYdtTGk7HhVTfOZzxWe+uY34jeASBOmvt7+zavQ9KoIqH4XjY9hzJ02EC/dbhJHd+pQ6hc8bz5ytduxRfSqCKx+EbdPEc0f0NHtyO+OL9jqmCkvfhyU2sySvwBOqYxD/t6RRLKIH+aLyyDf6dsO1JU0tXKf0Kucn9oAo6xH7JIz/1A5i8go8Y+f15UAL9yXiJiidyxHdI8FlTSzdJcv1g+6AKOtqSec11a/oKul5GfrUE+lIogf5gvKQEN1eNfyuHf/ihblLZdcoOqiD3BE5/GGavQK0H3gIl0J+Llwyjj8z3vad7teT9Bt8g+nTuDIS0eQmYvYJfYz3w9umMCZRAfy5eEZOkX9vvRZEHvxdHv0633hxsojpDRLd9YdmYnv/pAegJ5oNTKIH+XMRvWGe/ecnea43+hnP76lNeI9ebAduDIrpvxkuhsulWH3l2gCejlufgbJcJJdCfi/ANc54/v/W9uvbFnIZBL8+ujrbZb9111w12HeD3SA0fIXrrdo1BFwd4ruT2KThdoUIJ9AeDJ5tjK+QbPHCVSN57Ql999rXjDhTDP25y2zHym7DYd0m4CxYh6+rOXxFyTnG6VpkS6EnwlOjBP6YPXr7HcDco8q0p1bWvUxeKmBPPOGGc8MfNt/zIZzLXZn7vze+CRQgEVQ86wM+GEugN/FYCfVIwwfrn9864W6fs0458BzdcOTb/wkMbfbFmyE7u81gSWmozv/XmJ/x5FsZ4LzSFv4FfSqDPi+O+/R2++QDPip130PL218k5w7nG9LjDreM1Jcj/v1uknDz3w7WZkUDPE3K9GdpEuo7fSaBPvK5++6Hfcs3f+zUJt3NzDncW3hoSufWLG7vx0Xc+0dZFYk6/j9dmuhBJnybkejdOVvhVAj0Dku/dw+O5b1+y33DN3088/DrZ+XeKcZsl9ywz+JRAdz7R1pd28dY8QZvpHGu556GMI3jkWX2uwq8S6Bkwfu+ecH298ZC3z8fXX/PvSH37Lg0o48+Y+FqfxZtEA7uSwu97oi0aXNLvM7SZr7ImeSJOFjU+EkqgZ8DwvVtwwWMe/crXbs+5/S555/aYUHpASxqLvWtnWpu+umUTaReB3lpttBKC3tJm3vWO3tjxeX6crW75SCiBngJDdrk3dX3wE5/s3N6grMH3qVuhRdx69IWS3ouZTbNPZUzbTzTFJsuu/WIXyW3f6BqznvOzuo3Tdc4fCSXQc0C+Ui9XuZ313F7lCow0QlA+++Xwpg2l0Di/Y8z81aVC+u0nWj+Y5a1W370dweX2k16j37N+VjdxOu3mI6EEehLIcMyrT7XTnttrayvpF+wWm4biv8mfMjbOrotzZseri090hfe2metYTHjw8U77Wd3Cxx74HiiBngkvDzLOe26LOXD6A8usPE5WLULQziZj43cE9MKcVzPvYxHjJu6LaG/f7ez42NB5D5RAT4VXl7lOfG7PuclJWbNbiStFyzQZGyct3qGGuv6+H6tZ3niyfTXV9KlO+1ndwKcWb/dACfRceJOv8PnO7cWBhQC068ySSEBja2Pje1/dDm+7B9LWPV399JnXXs1nCJs+VT6wA0qgJ8OrvxEnPbeXJDNEoHOj46ExtDI2vvPV7c6OO2u/+V4J16+9gFVmddy0GZ999mrEKeaEn94Cn8HzR6AE+tvx0nN795MtKW2ogc6M6MadTGtj4/uecC+Bevr0FLrrBWw9kxRnV1/AWtjNvtmSasMdw9qRD2DQHwslUMVjcVXJuDvcXdOohy7811Ze66M1a+x2Ir59ZDvLi5HC97yAdQzPs5GYz94gG1e9r/uddsEv5adGd58AJVDFDdwXom5ypMxckgV3PemS0qIOdPN2xvONc1sB2Q5j/etH1kUCPRzxrbyqxLa0lyNM8vfWOUtLlJVnxB74ULL4CSHopyb5SqCK67ivSLrJRCCe1jKItHu+KTs7JkNNlAJ7efg7jyw8zu1XObSxDoegy7g6sS1dzLz7l4JLhl33ox/GrX6E1d1JS/G3oQSquIr72vRXGsyeCVzb7iegfV+pUCTs6WMVAtxVfr6Vpe+IgJ5AoDGK7KcT+hKJdo4M6l/i2iWHr1bu/JmxW4rTikFuQglUcQ1XeGeNcra6MfyuW2uMCX2gXU+9x81u5JDrnaD0twfTxcen8B0IUtJw54ZfxcmqPoagm0s53Q8xq/9ciasS6I/A8wpI26y0GiFu3ZxE51prW7dR0juEsQ7YXTvU2ZEt1UA7371pE+nG3RYVzXAUSRWY+buRK4Adjo+KVk+LFi/OevY06xEvXpG/3ePezffhY4eslEB/BJ5YQLo1NXOtp5PemjznCdTMTI6/f3RD3fN6GDOYgSKg6yZlyERGdEPmaVp/d7u423px1seQdvG5oGfkgklpYH/sHrHJ2Gko5TqZTXW2tRtcjfs4+4FR2wJKoA+DEuj9eGYBaYuVNply/VhExOnaFhHVfIZo44n3LpUbQrobbaK+j4Q02ZGR3GtL5jna6MFhdPlC15xPeibYC5Vmx8Imw8Y4O8U+UfKGdnFiwMqLc5sXyE/tXC+gKfzD8GMI9HUn93PPvg1W2o5M17/sLnjEGztR3azfug/inA011KaXcni0eJPZR8DQjhVFm7Suk4fYknnGg0zfivSZV96iPrR4+DL66c9j0dOy8ilXlK/kUcZSa7Qv/dTobD8+9yUqgT4HL5RlPDn/WX8l20+6ceWQdrmbJrXr3xthuvVXNDuataHIwTZ0fuA9mdOGEDBK18fUeaNHNIaGCVsnr39Vstr3Y3+9m/w8tL0g8HSob/qQeCqiHyLQbt0S5cxx5+FjUxnTg/BDCPSVV9RnF5CSUe0ry3+u3E8gU93XAsiAGLytPfrifV1+8eLA0spHwPAvhqAxah3evQ2VUrpuRUSn3eRu67702wQavPLhu4eSq8Pmpskb5mSf6FApnj3+manmG8d25svCNSiBPgMvremsPdkzTkeW5QZBzc1LxDIAXBzTKvUnWe6eHtX8UePIvHHLd0Ue2U606eNDbhDocJA2NHf6bnoka6/iSgovtQwr8Tjj8ulpwvaRSfYxTx8/tOhPyaCfm4gfhxLoM/DaruLyvH1GlDKf87nxHHu+TKtv0zx4Sxlyx/saTZuMXd40dGhATytXgo0UfnhON7qZTF7f6tVys4kkKbwhtxpKAlZj1GS8aPL4/eDLf+2NfQ+i/uqMx/Y0KIE+Ay+WZcy57BmRwOAW58afXM3f18PiSRnAJQuGJwefuGRMjYtuv68xjrRm5aaBnSQGHdw84jOsN5GGV9JNCDQ5sNW3O5UxTa4BtFASbvWHIeam4234bFB3JtObk4b/WCA9Hbo0RP8tUAJ9Bl4ty5hy2VPsgbv41bXb6XN6c08DxkzGtOfKyI1eUR+Dt04KjB21oztf2RiB2sVCufic1slq+G4M8cKN1mVMA4HO+GF89avB+Hi5mP6aJp6ymGSY4++H+ki4orjJ8FHyAKMr6uY78DacmdyfBiXQp+Ct1aBbcdqhBD9+O5Kvx3V7I0+fnkITvfosqeVR0jxpObXEIE0USexTm8jazq2VRlPMVyctqqixOrD2MBMh/UCQo5pobCItHnWb0pfnQh+PwMW1y7yWWGM2Prvx8V9IoHdfZr8/6vqBUAJ9Dt7ZK71BoMfIPRKTm+fT64/Tt45o43dw3lYZJ4MWnXbLVvloSIQReokLO5EoXS+sRtvQURXazRtNexKEhTnSzrRi0dVav5s8/HCMYWjT3HqS10V595/BGoHyB285jPHpfwiBvlOWsWum8e7ygpttHLr+OF0k0JRu097QJsuHQC9krJ5WPHvatoniy25Sv1x96mgbKqrQkLTP+1S3LiLrKqjbV54F72w9WWRlSfLFNsSZ+b6SOV7WRDpwmdUaKH/wlsMYn/6nEOg7cfXkP9zgmq2XuP44lhGVz4htcvM9BDrlZc8onj5h42SHX6H1dDU0mvXtZ03tfW/Bemv9dlC2oohYPtnSY8QFArW2v6lueImM6chlVrvw/MFbDmN8eiXQB+B6dfJeAo3f98mCs5sE6oMqa9q2DQ/B8fNlCh+d2DcOrzNWCNTaKLhcEwddOfTQ0Z98rXeww61a5PbzzR55RWqw/HR6G/jTue7Wk7ymOHToMqs60C8l0J+B1emh+Ks7Y4vxG7tjjGi4E0qmbWtbmm+wAe9Wmkj9wl1u+s3tXWMYf9o4E745pLR+7BPb9rEtdPObfjBOX9xtRWoQbpM6P/emCc6fK838eb6+Meo/x/dqSMde/5mnpJ4EJdAfjbUzOlQS97ZxN8lmtbs8fGct3etsC11lTL0XMqYVq4y5P4gBfbKKORE4rX6zV2edRgJN3owgMdrgmNDdWb08XOelOe+sSA1mhQgehnN1bTgdv3gBm22zW6n+97jsYKX8Uwcyj0MJ9Cdjnfz29LIHXPkmLfT7k6VvlvEnBUUx5nJRGRkfOrHKcG49OnSw4DQy7th10UlpndGXnJGm8BPtUqDPVY7hz+3qW3eLl6bvVkzfJ1KDwJ+ioafcAJNRXV23KwvxhpUfQ1Ns+jCbAeK3s+lvPMCvYlEl0B+MLfK7raYccS2Xm35TkrXDROsZlNFfE/Tiq0848KebRofjwdrBAo/+G61bvKbQyl47zrGJ5OZvxhZFhJ/bNaq8SSvpDYa97cumUhemOPEO2YZDoqa23fz5+riypJvPZN2IEB8wyXE4hP1debwS6EnwFPuPdfLrQzFxRfC8x/Bj40j76aRjMlRZD4snN49x0hmaPcHwhRSBk11SEsaV7EbSPciYwkzTcM8+LPTcrBHP1aNfG7w0rQzbQSMwcveszuH/baTe2eKwoXLlgKlZMZ+K0sp+5i51o0Z5WGqx9br245d1kpRAz4GnXLY3vkahMLcyMrKeBM8Ct3ib2RdsMSPTwauNY0TjZPsSvZRkg/nSVklyGBPvpRuVHkAnLyZEpiu6KKFCzDTZtrEDBQXR4jJr3uaetd9Nh/XJ5SF/l0LJgqTxbyO1iMayVMweGYfwF++piSXcWQDtrkX1+7RTz8Grp5jfDSXQU+A5l+2tIZi+T0trN45i9sON5vna0l/L4ZrWXF8eGTtDN9+AgRRC/3qY4omrhbYGNAWQlIJC42yUHWK71adhrQD/Hui762P/LX0pk7cn/Qdls0aewc5CarH89E9R+6NuGkMDUIwhTd9TcVyWFD5eHqKnSKgO7Ejh1wbyn4dHxL6fBCXQM+BZl+11Xl4XR94YOpzfZsFWo4vH4LGBcfimdRvhbvL47gb5Sc9n+tWMYoK4RChO8Sw0PkJLjqJU4/8rEXIfJ6tcP532FDm4NQwSR61AaNsHT7+kEZa8Z308Jg6hdkLrCMNn3OWDaNJ329ZYE9X4P7DzuZtVJ1gDsNI26yavvlsbD5i+qcONw8zoq1hNCfQthzE+/WcS6Dfzo6eddetxR9cjOFzo0beOYjbZEwK0OdmGGqhtYw0QbINF8E5ql9uyqb5LlqJvvAzQUMhZpaXdh8zdmlgnNEm5caZY8hTmTFO3pm2MjX6ekfDn0554KtwuNG8IGwLP6Ok3EXUOMSmDaej+LWxJZI9edKybvKlCxNYg9vRU3TRWPhC5CAQ2D852UgKZ6PHXPO+Wb5m8A93Gx7XxSXz7Eq4p/FsOY3z6jyTQ7+ZHewj02Mm9fi+fniJj3Emga0fqlhVHFhWNDSwmlnFS3rz5hepl2VwiBp1VDRn3tfLELhKDkBld3Ulq48Kl2NoPcSuLnYg//f9AR+Em4+6PSTjXNVVd1w0JNMaEYh1PO3sGranoahQfMA+n+wmbQ4FB15pSOF+s8XzZNP6YGki+HLkXLy+8jkB9ZOCpHj/+5qqWtx9ZOCjIbl6hH5LmaxPprfhIAv32ObNntvCBNSyEhhKB7knhV4/UDqFo8rCOis1Am/Eb74bAMLXPmB6PZcqctmLS1zp4OZuERob1v5x/DI3qYUZHWMN2Qn92L3UAACAASURBVEbMutvGk5UBVdkYwXZyz/BuhIJG7wPVuqj8NaYbFoM4CSdB0WTEUXQ18Zn2h9Iy9ZeiZtuA1IdLjk23uAdG9EfU1nXfGYSphguOh0g6uZ516aVjb8IyVG3HD2FXkfnbDPqiaus5oAT6fTxCdHfr3L3v5F6PO/uEX1b7OuOTbIe7wzdy5TXHqFMC1Bh7xq55F7PT+ddLCrKeezde6+DljKmkmMgOzIV6xNhOT1jDSfPahR6T9VGlD0GbJgz0x9zWonqKoBGBnr9/1SKDb2tjRgK1VhQFzoyPHA4wMaliycJa+p8Y+ki1nAAYKMy50Q2Q75WTMVUn7xftVyAWCKG7jUXdufXf9gmXfG7T2mfUo+64Nj4gi/8t+fuXEugj8IgK5l0TLsceLNVT3pAxXTua+QTm6nwMv6+DNinRuS+F5ZN2zuprHfizMXbsNkUCxQ0H8aUc3NBaIoFKANoYU9WmrRobuW8ojsKsBMGppNCVj1FN09SYooopvPBhkPRPRVejGgrHjRKrD3ThwcfZ9s4OqlvXzS5aPFAuWYZZSmgY4T+Gt0dIHhYmLU6wrctp1w17/2YXulhBvXbWPOA0/n1QAv0+HnLm3Tdjved4NuQ5V0toV2Z65kc6aU+Pvws0OUs6vxIemV8I5l73i9ca2lNIvj2DDQzsYuA51gXCs5u4dqgTskMHvvEhpY9B28YMz895IMSfqEO2NcyjOvk7QtCyscNyZOT44jYXS6rD1cPGMidn2lHQbKVY0BrpCQWHfSHyLt3ByQV3jl0nMDU7YqGK7A/FgoIlYl1++lvNwWHv30ItcTuxVgI9AiXQ7+MFjcd7Tu71w0l+eut4d76etMY26UqPLaZEAJmk1UxPk6j1FoFKmmykP2PH4M9NJouGA2fhURZfyr96A3hiA8E1wxq3QMGoC3i+8wzKoA+3QKm0vPi/2UBVzoXndkk7pw/jTTE5Jk82DTr4bVk6SeARHjcoCjhRPkykR/g3rVIMAk6SPsPWHjWA1pD6u/UPZO16y6sF+1CpOiAy583E+rf1zx8DJdAH4PmNx3tO7nWyTX9643jvYOvlcQnhLA83JdC0FngthR++8wgUG+O4823cAyy7P9IulsRcksPHfpa/kWlbB7GQ65p2WCQs45+I+hA1egqtQGWdpzsM8TdF2UrDnnXbVqgbqvvOxo3JEt1F7VGg+abyZFy1eCLTsEhAMvSPZSL9p6/chQGpNjSeUNKFO6hB1WC48b4TrBP6tME7NaoDdpckf1n//DFQAn0Ent94vOPkvk2gN473DgIdA53hR6uBaTKAL8rwlEfm4sp45+QoXfAE5VL3sRc97v4Y7yiSpC42fHpZb4cuPyJLRoFBxx6mfBprfXpvasNM2lIt2la1aKRCsQIBYvCEZpkyXA343yC5l66WbVFpRUUAqn08YCiG1mI6b+JVRd4msZdi36p1XdgK6jxdt5yWHzpjw/jq1Q8j2to3tp+oA/bid/XPHwMl0Ifg+Y3HHSf3bGZ8M4X/unG8d4S7SaBz63DlQZGpSjSWxI7zUHJleKYPwnTO9qRapWle26eGofEYgsLfs1LgKJITU33aPmM8ySftTtYvmaJGv6kb+CdcJCTONBLf2tgjR8mSA+vhrbAIX/H4LKFa14rXPKJQdovitSa8RITHpG6PJkSgIFFRhNro4pcKoLbRiwa1aUIsG9UB+/Gr+uePgRLop+DmyT3tsl9pIt3E7ZuOiqgoxpwfHW8x7dAjoSUttA2NkWySy06Xc8r05YQgFyHVWpwce+T4Q4I21kqD4h59Ij6/ZXnRoSRKS4/Gx6cQcHYNRqdsk/sDlHx46KKHxnv09qBqlcJOsmLowSM+bVEGwJhCy/+6lsGz/8NIxGvsRJKAe1QkTNOMGlrpLjkKq+744HBlYkHC8p2eeKUoNz4HSqA/Bcn37LqMacdX6Va4O/4+kJNZXfS2FMTjC23QTQ/x1eKRx4NLCTIdQ/9KqgSL/Wq032DvKBUAhBAUzRwXOupi6OFMY+nHiXnJhjp4jMwjigu6JTfogYTthFhbFziaPIdZ9z7O6ltOv8MGGvdGU8rg4Rq5Eee/Qhk2ShIQMXJvXvSTkn69Zcx9Xz6A3j3LqdAtRXXAjU90cjoozd4LJdAfgpmrxbaQfleha5eoilztgunQyqK3ZegUioauLRvMMS5JIS17joZtUYIfRI5bxh5yOGxjT/cQxSFT6S+xbUPSp9kRlFFUEFFNBPoErdInCWScTP+LthS3aoXrjBUClYpuuGHL5+IzOAqbLEuidRB28ahN0MnyXRMFlX8/mqH4KyrdNpFm9bMlSusfMFUGrBbPpt+3o9jJ6aBF0LuhBPpDsLfz84BWa8rVVO+4qE66UnUdn9zZpmpgoJEODy0OLjFsGx4nFXv2rKWmvaf4KyHIyVPHIVMSLsiNwqGOlUYr2p8uPKJjB9yaujXxx8mrlVWjNWxF5VLgSJVjrdLTT9zSwaOHsL6lhirm1DIh2o0r9hw9RTCsPzxRIoiPvbLeLddJLT4Xdp/QIoOUNPmgt6PYyenwrjb8J8e9SqA/BDsJ9BFiv2ly3W8tels5Irl121bw9WiFQBMySA6uGx0+FsVQ+aeVmDENYweXIpNanUhB1cYIsBUrTi4iYmeoDcVCSDY7DLND0xRmk4bIUiJduIT6I8dQ6PhU3WAqOnTxWO3l/RiuIkn32bV/cBeMBI2I/OU2regD2m5yzN1YZo5HGmcf5kQ3pBYsuta1JaMnb+zmyTHLWzbPjadS3EfHvUqgPwQ7mfEOidK+x4gEunzQrS6PbSxtPWAOPxBNN73HQIVuMcgYa5Iw3bBSWRweHaJORniJd8Zs9NSGRU0+YQ4Dp3acEGLwWdUgUWfEh04eIdrddQbhYlMZiqTk/o7K0OW7FKQEVtaKWkwCmDCYH1T+ca4VVde6mTLJ+HeRXMG2j72l5Uc9ihb8K6oqY9ummxoabH7qi49yeStWS55Jce+Kex8DJdCfgn3n4SMIdPoFnkzjbN8sPn/XY0KH8+em7ybO6pFM++hE1IWhmmk7JPwKJDQTlFo6zttO3J1QCPTkZFykZJGph9LpMNNkQ0wIakLxsqkbZO+NG6sSI8v3CD9BsLJTU35qEgvUeUNmdHvGmKaPMuWfnTS5IvUhclylvC5GoCZoV7utK4rUPNkFQ7g7/XhXPwqpI/fxerRwrB4+sH65huqB+PABKCXQH4Od3aHwhblPIDh7psn3rO+SeG/7ZsMBMGNtPUm13bC1V1pFXez9TL7LffDgTFN4MJ0bI8eQw1rKeBojs0dI0i2VPfKQgTf7Ps44hjeCrsUwhKf5BwqckHDKKtEuiE/jd7yzNXxFnWlEwj+ll7VPoBta6vyTz4K4WT6AUa81nalKPiaq9+nSFIWdU6Kb2A+4hgMD/mlufhSTkTHrkn9MjArkYnXb0nWJnWn/Iy7pb4QS6M/BrjNWehKLLRP3YcEU14VTs59CxoTmNLiPHRwrB+Xi7p9u2qeKAtBu6Cg7mfAJBPoVlJlIlH3+LWOUGL70gRhl7GTQQKAJS0htlPwhcndht7ahITIGNv3bZNth1Qb5tKXkCPLOoUI5sGtKBMOHQbsRQ5Nlh5lQetAbN3MJoCp1LAQM/OkCPwfRv/DnNAOQK4LExP5xW2Hqm59YYM7hKtJP+05f4VX0WyXuW9ib9iuBPhRKoM+GTL9srxm2m8uLEkgQN/nBtnBq/gwmOBuRzGV6RgbTwx7LsR5H8hGZkWuHaUaILJEQk5Tg1CkhJOSUddM0sP2UWR7TyHCjNOBD4JlEyzH+E8M7NsdJkOKEzMYTB42GkioejP2edhwTGLPgwM6DV1UgSfqVsgsPCmWA6No6WSEiHEVxwHSa1YWhVP7dxGC9m8aTfCJO0/sbmlDRXRBo2paSf4bHcJ14PQ//WNJs6ObdR3G7K5uawj8USqDPRifBzMZKxzCOveNRjoawYTjdtNJql0nH+L13g66TybHtOTXkJIcNX8hOdO9SF6zBvYZWTbRRMnCsa1sJ1yjpkRA02Wo5O/ROGEKmgdBlpwBeds31LNXC2COk2T23vxkuYmLUOm7ecE2oNDjx8oDPEgurnLNq2EqCdAps31o7DgmxvCBeoC6ua+5i6hxlphSdRve+0f+05zIQS92V6eK2z/UNflPF5/B2jBWYflCKpW9OuL7cSXH3jQN/bgCqBPrb0HeDHf3KSRtKfjcZNDnp52OYi+ebfYcYcEnTBN9dCtOtGUe3u+GOtpPITOKwbiiPSijmWtb6OJnesCpQcaanxZqhtgsEKjl8K9pMSuE5xs7w0UmwLT0dRsINB+ZdUKh2PYmZk/ISNXehXioO9SLBj4IBI+19SDz5mhBq4rEkGG1oE2o5ctCJjfKwE1UKGTLllFYWnMTE/tWRLmOAmyyfR4vMVqWhVWqDw2k3P8ApT+1ov8ezZXTGvnVWLJ9t151UxvRAKIE+GSFhXB0d+oo9k1tZfCrYnHvKzR5x8eVIv1rSUQlBZmTQ5Em6oIB00QSeqXjoa8Oz2Ii0nTrLtmDoCTsPY4JUSSaHsFrZR2jsXHF0nTp1ZL0tpn16IVX8qmH/Pu6I62mvDAbFExgXFozicfoubDCy4YqEMmew2+vYyuKAZtuJKZRxqM3WtQ9TTZj/dOMSKP9+h6Uhto9yJO5/MgyNXVjjNBNkxWJIXVQYQJLAOaYQ8+vWZKvn1yxCvBIuhjf97pL5XZVNFdI/DkqgT0bIDbvFSjkg8OfNEHT8eiz2/K7eMP3t5NtK23bDLsbigbqgUufWIhN7NdGpje5J/D8sMIL0qK2qphbBetwB18p/Gwg5MY4O2xC+dE+SCAgbUu2X2MoFMpdarBxpU7Hp3lLo7sJ4jwtRM0oD+LEMTRlWAQyT8w5VhAYeIRgNknSe8vymbMSAXhZ3crBfYmHDB8XzSNLOVy3We46xbbhlaofdkzJN3VQVd9kZYVXE1fPrlkTZ6WcxxLMbH9N4zz4oQa+fEjN8eGVzP+4n0P/8lz9//tf/e9LhKIE+E4Noxs0ElBF3E6ibmSEvnnDlazR8W6EfDQvqRUwkOvHhYFxYrm4Yy4kZXBeHyIPtEXLYsmrLhgvjWokYQZpi0gkaamo25MGWTVUYEX2iZtiWtf8pBZjhuaybSB7xgP6BfezahKqHZPsg2Yb8ia63kBFugEDVszUiWe71kCYXXpo/fB5gTZ9kujPFkmeYk3LClG3RdpyxQhDMFpoTIzyJFJ1Li7kMguFUUhs+1SitnxFit+gEdWECN94gtNL2NgJv47Mrm/txB4H+17+BN8Gff/78j//zquNRPAzjxMrErCi9xb0pvJut40huMelQT3zRYyrKpofcOSaubrjrVygWkloMVEUt3T76ENBZpu+tBWWVPoll8GmEw8igdcOCIt2QfHRaW3gdY6kcDOywO66pfcTqg0sWIhz1o6IZjYTvbI1b1WDlLrbAUXaE+VQ7LN+U6iT7QDTFA0V6sq7bGtZyNffFYUsdSwEsjvrHrU0YoY9yIsOVyP52UFEZI9vg6f1npFQgg1bc4ZkSKNpHLBcYM9SP59etQWnQzbRPLv28Fi346Wd5L45UNj8wl99PoP/8+fM//+/Xf//HH8L/9TXHo3gU4rfqSrRxdxNpvs9o+P2kXMeNvcnXqReSjr4aTGWH71v4izSLJEtn95vtZhOsilzT0CCk4cx6m5U1pkONKcGn7Bt1MulEbaTnpdoTWMMmPdXyzpU+8afiCRFjL9m7MaYbXe57DFgWpc/FmzgF1AdlPYJh8FwtuztdaJeHIBJE3PinLAuGsP6l2wYCVVYQ0Fyqamz9DOKC+A61LEOYQLV0KEVrin73TmqtbHS1IRVnBAwCtU3VsmE1a7GPBJmKkVLx/VwyPzP4n36Wd+N+NvzEbtJuAkXk6eNO/4fnzr///PnXFx3Pb8JTL8BJ7WzraXoae94jY5rvM4q/jU8VexA2bugd7h5SyDGTDALUgZpDtZH7gRmL+ZgOTCKDScGKDquKwaHsvLfOx5iNE7tjljR79tSxMKNqPM1gDLNhQGsRXNbYX1SVxo2LN6z0xHh5oUUn5t5bM64k7sQRFPEnglOsmUf9FpZ1VN/7f5qKffsmL32Mi5WftuUIPZL6uqWkCbeG1B/C+sB1jYPLE0dJCx9QgkyZ5odeVejtOzIo3xvo/BtZaN+gxGHGDzUkGUMmET6FcRPVosVDtenSHTD9LG+fE9/FR2b9uwnUc+b/lj9AnX/xH684nl+E516Au2Gl8NXnt7uE9GOivdZE6qcECjabdq2i9jL+uBsSyLE4EIhFvDfJpPSX68XTU3YX09QJyS+2YjQd9sJh+siI/hOVSHGS83xZo0kPlT0jRc9mCC1r0+ScLJXmD3RJojqlnNNQMo9nCLNKPFIhsraWDhM3LTkUDtA0aniIVYUs3bRVWXHiCsUBONbV4O+GrwiH14QpgbAKhGVMH6K2pQ+OK7b9wdRNtBa1YQAB9E8PFhxozeeer6hOpGrdoCrtaVkwvP8TssJlSeq8DHXT6+vrukGf2XfaS6A+dUcF1P/B8uc/z8rhfzGBHrsA745a7eDa9u3nT59zTcaUfD/FasRJozmRjssXXKihTxyQx/ZUDF7Bs8jgrRggD/OGqIGGLg0G2InGisy9pS2yj/pqeCeBvExdkUBbVBr7lpVT/5MCzs6gWXH/dEF/KWb13EHnedB8iTuJY1EibG7D6jlq4+va0lyEvsig09r/Hw7JP2NRVrhFU/vD9ocBxaaPkRFD0ru5C3wdZj25Wq6xqLrWDZ2e8ZrqNujzwxM7GyoGlA74mNYur7vdKLRwUVWafrQDV3WxVO3EcK+TmDip8Ey49vEpUloan4fFH4G9BPpf//bn3+UPMqcS6MNx7AK8O2oN5coVF/i7n3/6nKmQPoalyVch6OEZ4LlENdON+XtQJrkh8BypNBgPhwA0rGbvY1grXSb+Ct0hSYF9xu45zcBVHrNJ0CqxLtmUXFSM9LplJlzndVn6UK9l8txKbi4lWbRufP7NtNw0Hae3DMeK4PlOFVIX9r4hj5cdJZjB50AUOkyQMVVFXReVMzga2zt/S+uD0zZnSdW2Us2U8BxRJtWsMKMTOQGWjHBbU1hn19thaquPgb+sKF1oPuXSFM36cO85ycbWVdAo9U76cRxndZMe40S2+/AUaWLg9xsI9B9J5JVAH49D58/uqHEY4Nn8Aux+/u3njF+HhdtFF0uM/fgIwYjYMsEcZqPizKRoGV1LT06QDehGHmKo6OEPI8VC13C1elNRwi55sv9LVeXIohsyAwNFR0s5EbsjOEVvxyEy9exHbZRonDzp1kXDzn7bxe0hVpxA8HCoGIJDUQgtM4iWkM2XaOqXqAZ0DURSVVn4Q+B+OXCfv60/NKbnnF438j5AbM/0GQNVbV02VVv5+JWhs3+8Yd+UGwg0FD+oAlt+El14w7sYp0fnvMWNQmBqef1qOSALQ5WJyi2dmXg4v00e8Wen8IFA//rDP77+fpYUVAn0nhP0jqix78elbNeff9agX8Y3/cBgq4/QfU1ckjlRJEvkIoH2UUrVUQjZp7NR4UBB9D35zHWSlAcF+jB8bqVaGYZwGhCSv1VZtcJQnhJ9+Oc5rPSxZNvF6iG2MYV1RYbLinzibRirotXD1hOYs8oKRKyhoy+WoZ7NSovoUkJH6AdAchBR+by8xTJk7JP3D9ogYm7yoirx/w0KoKgQYNESppgkZG2q8HZZaaYzqm1R//ScW3sCZfuKilDRg/ZW3gIo8zlq5SKBrjTwAjmawS16/kmOpdE+OKJSgmVE7pRUrBPZ7qMJbvaIP7qJ9N//geZRLIF6OtUm0oNx5PzcT7ohsNsOQMdVGangaCVtG4SLpps+WGrwEx3cwz1kdscNazhDENmGvnsYHZLv7DA0E9xC2Vhpu7BVfdw9hNqrDxtJPQ5EVzbsFVUi6vE8ml3yom4qdOgdJzQ7LHer2WKiRIiUgQaUdMixwsNzZlGW5aWsyjpvxUOJjiYdNFAZe/g+QBTND57YVHV5qUqUN2vKkHzmj0pCfakaT6BZgRiX8qSau5PRVqrI9VFz6sQoFE/lGo61+xtAddUgqGYOHgrNIrYSO0KGoUH3vzboZSUAjS7MswScXDqKzCSeJVsHb6ukWh7v9/gUe6WX9XNlTH+BOv+WISRImv79Rcfze7ApxLt6l53n9A56jqnx5AGXUYEUMBsjc5TJ7vd4MPLdS/UwyNPF0SidfImepL04Kw1ZYxfiV3ZOPPOCgMh1w4GEuh2TcA7jiEDSZ8hVUWFkk32lIrtcch/OQSFJRznp8UA6WptQW8QjFIYu9A0mlrDsrrjklzz3LIoJURGwQgDl2bT0t+Pq45bXAjxiU/g48eL5Fp0fqI88a1ZV3rj6UvpAtvQEWiH2RS+/oX4JxYKGJVcwaBf6PZwCcEjYw5QUYtuqjXXfQIO81LBmimkoa+1SVzGcEpZvcdDp2j5eQpOp+uSmvJlhUbkXC7+kNrBS2b59uu2JA1bUVJ+Vv3/dqQMF/p15/NOGOX8xgX7J3LO7fcMBO6NWIZybJ794WA6POAx+Tp+ABUHKGGWoe4gahgB0ud8jcmLqFBLNLUJDRPohyeNEr3i4e4JAbdjI1o9HwQl1y81ucNwwVV4ilwZ9WlOWeZ17IoS8SKoEIrtHQx7DRZARcQ6yrDlL3qJu2aB3nl8ulyLPLg3dR3BXfxP060uUOtlzstTKYsDex5U+YL0UPmPHtlEfj5Z1WRc1/wISzOWNstJip7Q+xIUoAoinn3Pi+dTKLhLP1854Hq5Z9xWJafDKE/9pzt1TXbv4cKIyP/jURQL9iqZRyZapuDY6FAmcbG7uxRZg2W68x6FuO5RMOfIzq55T7J9E+pv8CeL8+3mDSL+bQDs6/uyQsY932RMThHjjdn40sYZM2wzTEJQtW/F8d2YcsJ52d/htvHKcA6d2YUmRcWuRLLRIDQWZMpM0sHUn2S17Klam4jmrCRLkyrrc5++1jyUpCepESsql6TVlQq2pQVbG82fWcOSy8syKafkKBHrJPGW2Yg3iKcyn6Z6csU20bpxhUk5LPMqcstzfI/MxK1kThVAfeqIcWmMUtJDdybYzHYqk/v6YHGI9wsXJgU5KoF3DKwLkV5wO8H/4oLhxIjfFc8GhlHTH8HWxq6ib7acK3a/gUBrs/4U4WRWWt9lJDSW8s06soVbajbtrlFduOD0Lk/rqp5LoHbPw//wZWvBPyt/Xjuf3oB92V9xxpx20OFzmx5N0+3wdsioT3C+XBNozTGK4JE2H+HWd1ACiEmaYbJ/paKLOph+XFMVfcR9c3HkpNUqOenetHTJWSt+NhEqOvXNMZiLPLmhK3/gAtPJpeImg1AajYyd9prZhg9s1DAitT7gxFo8CgGfRMruQQC9ZWUisiIqk/1GeV55jTQWipnMSLDqRmJe5Z0//P0+9bYEEHgk4Jug9exd5ybFSKVl2GJwyKMqWUtjFKBdkT0HnZbmNxP9ZybC/Z2HbtD2uHxxOasSNz8ksVrfYlhnUDalnyFAW4t9ETMbLSXyIKMAdKzGdKEJXLuQ7a5Q33fHSibRebBE+r/gZoHZ2p8EwWL6yI3cbN6/dK6fz/HxlfNr16a2j/CUm2okMRnyGHU2GG5d6/IQp+/A17oY4dqnBTrbJDeskosbJmiC6l9jM0yNaQvTtsHGDp5U5y1q6Hvwvqo9l7fmMI5tFUWc1KpNlZsLqdseBIVNU1CzBMgk0Z9qivkBc5BnS36EsfD5ekkH9Pyp8JhB0elq9ZEXlOL0pm5ZI6CiM5lVeZEWelz7Y9TctUHXlMvjiUvgjCtG1WKMYTkaBqyswPlrw9C8NEwGualjZrZDI4zac/WTnyf+1hum8+N2F2a+pmfUwONuNly6x+pdfhoi9M6N34NwmFO8/m1ZmtRgf/PRunHHbxdLluZh2sz6SQZVAT4MtY47vPuzidF4JA8auuaR3pg3uGXHdWEK5EsuQQG3bTUzShq9DNJAfCp1T9HFUpkvsoeSL3okHMgdKOxHsQP2DMJIKSBcCVlrGGXqKdNLn99GjT7Ur6C9bODQVF59Pl1lWueBEZOhzBIG81BaRt7dF5hN9f5c8z8rcc25eFpfsUlwunoJLUI0nsqKsGZViWLOprGhIHbv5bV1c8szfoUDHqvZRZwUdAESnVIU2Lk72ODGRggGUqaCvgrkIOY111Fqksm0JgROt9zCFZGuoTUGx/rE9eXPfqHTm+8WFcOyqD78UAVT4rQ1GznXtoia4X54dY8dq43y6GS1uE+j6bz66FKoEehr0NvLncwl0fr52U6ceTggaE3dA2qQUmg5icvLQRKf4qeHnmBiuNJTiMQ0CxfCPsI5THEZ8RCY1PAxpwzNYdmUGhbeV6XbDjg5viBIjAjuUN/Oi9ExV5PXFx5OXC7etccZIKg+oiTrp3fsQtmzqwjOnp1rPt54pqwoMypJmUWHqvPO3AUEiBq2Khg52NYcuDR1CfJjqb44Y9FKXiCxz+EJRURXE/YYvwpDkwYo+LDZVDhqHahXBZ+PDVrA1wtGaP+GgKMSiNcuwNa33GsoH/EtG0t/Fa91Y8QkXK/nJSjpvpJUF/m5HF4KZQ8KtQtKOaLGP+/sWhLhOoI/XR70Qtwn0v/7tzxp0EunhmF/7j1fWr7Y6Z+drGg2KDaZzg6m7G/pPyUNIgdI1dLpc7mvsR5e2wf53PiwTgk5LzUEXHeGipmcShneYZYdxHIYq+bWnAVHdUOFpTP8lzsxIdOHEUZm8QHLu48oiv9RQ1cvSY3iCdBA7iTi9hYwUTfHME61P2MtL5gPNyif/ZZ35TL7hck9M4WcIR8GgGWJMuDpRd4+Okye2nG37PLt4TvTHU0mJwDi04LlSqe7C2mQ+a1nUTYEuVuWfwWf9NNT3nOr/x32f9Ofn/D6eeuy3nQAAIABJREFUpqIZvvOsWyLgRhcrrJiXi9PEhDpttPcxD0gub6LWR+jehKuKi/33ydkhY/Yr+ffED3/tXIuPsfEIG7Hmswn0qR0qJdATIWpV5F/HK+sbrc7pv5M+QyDusZkuafRAY/MzXPROXbS2mH5VkkLo0JGffzXkixT8OUQJGr5zXZhFHwgUE0fMtakdEq51wcAO0+rw8wzrg9C6KSpIidAOsj6S9KFl09Sl5RZQT1DkBiMmcP44UQNFAFoiDc+hoPdBZF1Z4++G6LGpSaA1ipk+sS89y3rGLHOI8WUMFNVWVD+lbV9jS0idUSXVcazTH0yR+4hRnD88g1U+QM6zojBg9gItexg7+5Qe1YaaE0uMjjmID1GB4Q76WkzrWpijiADXRj/A9Foz5hIhAJ0VWER3gNoAhrWo/0omlYazY9LTm55UC7JbO0s3CXQ9fj2Uwu9nxed2qJRAz4Sh5P/1ncG2jVZnxHKAbkKgIXTBsuBuKJ/NvjVy9nZrBNrJzk1J+iX3F7emyRk/SduHnlInS39p1uHi0ZHMW/bLO3p1MHSkdXsFm462iTochzHImt7FSJ8pxKx9kOeDvRbxsudhvEwmwlI4bUFbF0SgWYFGUiY2cjXGQTHmWbVwX66zDLLQEnxXI88HvZYIIT0ZoWpaoWSaV8zg/f9gW4fJKOT2l8In/gWtmjtb+cSfxVYf0dK0zt/FHyqUAnwIz99I3jGYDq9S2IcahttN6bj2nkp8x/l5bGFyZlaulOnWXrbILxe6s41m4nIoJ1ucbBrEbrNZ+PFc17Z2lm6n8BtsdkDNtJ8Vn9yh0hroqTCeQTcvy1dskW9kWdNTap7CM4Dkt2sor13JvBxXDo8Fsz5ufXdDwBIWBk2JVn4QHzTxZQ6ul8HUWb6LZM+W80UtK4zg08YHf7Slw6Q7QlBPDxz7NDXESy1sj3y23FRojxcFWaOGAAmBqpGtcLZB/OljwiLn5o66NPSIs5y+5N5kciT6UZ7hEJ+WdQG1vCc7H1r6X1aIWS9ow1c+IkYxtbF0Tq6ll88hJc+gmN3yREhFVOg4lZD0m6rJi9r/X+5/7G+ArjydmbCk2WDzB9pGLReCoEiBDwpWU5wWsoPrZ4CTmF+uayGFH9wGO64yRVUVts3yCCJtWDFqmoo0+tEBYXIqrJ4ZV1Py1dP2bjXTflZ8dodKCfSkWJ6FMyHQ5sl2u6S0SPHTJpIIB0X7M3tIJ3dMvjudi7sjh1vKpjPThCg1TLaLkidhUDEcibOrsX8G1zYZVR/qsR2V5S3dMh3SWEuXz7bMPGMZ5NE1bo3GtYXayXND2cg2DViJeK5DkbLyhGRrDPfQHdSTE90z2iJH3z7P8wJsbGoWJ0QyhWErHzX6ILHBDahuKoqqLArYjaBlD8GUj0xr0CrM6jxtFlnW8KiawJ8+vkXSz2FRz4P+6arskoFYa97DR6xZXpT5xRMoWliMOSlWgoy/bsPEO4uXtBDtUFalczMC/eSDGz8oeaup+HSjET3fS1kWyuuCjLwacUZJzrGFZDdpI46qsyvn2vyHO+LKO9VM9wxF3fw2fA9KoGfEZCQo/Ox6YTPB5imThrczLk7NP4aVwHO6lunqeBSxyha7TeGGzsi23zrosGXiqAu2QHYk4BCcimA7VM34W2gju5Das8UBuiRjNGLoifSdXnVovRhxAaFBsuG0JvgRakzc7sJoFPJONmr8PxiBUUffdU2J/LlufUrtk3gk5HCGl/42VQadYdDYYFiTrFegV1T4UBHpN2LPzHNrhUAXTS1MPmXFJfP5P+6QhxAUBQJP9+g+VSh31pc8g9MdZEkIb0uOMuX+jlnZlpwboPbeNvTPcxjmF60rL230nqKGDGbKkw5Q2juiXUk7WOx/SbsImlom7qh8cEKW2/omZfe5ZDeNPBNl7+a5Nq8R7Ywrn8OKZyXQ//r/aw30aZgNpcvPZhf17ZNt9rtkxGT57Yj3SITyfWwBLEx6hTDR1oi1UhkOTOtwPf2RuBVt6FH1dLWwUn90ovTmYcpO4zBO78Q2OD3hpbiASBEqSQh4uPzXf/mxu8MHlDm41UeItpaNloacAG+ltizxg8KHlpWnq/xSYjapgS09xzUbFCVR0fQMCxES9UvSvbIw0mOf36KTXsDuM4/hpKdRNN49Z9YtOj/G81/rCdXHuY2EkQX1TqTb5E6wx6uhWyqgtS85FgrZlafABnOiuCfSev/KKrZ3KIblH7K3rpdBVkx8Ms6ms1PTJsvdh7ebxWXKtMTBalDG8xOAfx84tEEloJb1dS65Js7WIoUPpBsF97en2Sfn6u648jmseKIU/h9tIr0Gk2v+OmNePYOm52+8/odHtbfCgZBYr3bOPXlhy6Rp+yHYmdfh2pBsOpPaSYbVvEwYY07ZUZppQyM4HnPyQgc9QBhCqkPLCt0dbM2AkMlIy6eAWxOnIlsY2hXcIwdrOh9a5llR+9gRQ5YVBt99zOdzbkhI0fPxUeoFOiSs9ZTt7/SUt1Xh49jaFLijD19DBEqFKMSeBX3sSga3eVVAT1pBC5plVJHOCBQ/KUoGsxgRLTHvCakA2+ye2csC2n0fzDZ0EOm45K5Hwi16AQnxGZ03XCsv1QpugJp9nEGEG5fRtXHmy4SGk8yLMkmgbwBi0EY+7VQGNT+Z5i5dq+fa2uDufgJ7Eiuepon0l3bhX4PB0TE15pydXddPtuT8nRFTFAZeefqthyZ/Ojqve6qKN4wB6FgVo1uwGfZ3BMUSeBaJtunEqAICejGhs1HRPSH6KBRnP4QeK9T2Bwm85yDktg3lTVAO1ZwT55QldZ1ZwR5222R5mRdl4SPRDCYisAgpxHuu8tTko0dToQF+QS8I006ga5ZYnSfgqi4qdOALZuYRZQUDJ0zPZxli2Zr5d2mQ3kfazPLx9hhrQkZf4AE5nu852SAIzUs0wzDphBjYP7CnYsaVFnYtZDnItESfAIYL4iXLl4osvAsTB5PTB1wXR+ZNsKqzogHjADybhE5Ky9y7F8oAIXqdqJqm9ni3lh5PB3fTwuYOBnsWK75bxhQQ7ewi1A/0WRhOOZfkSrPz8MbJNu309ENqPKweunKObutYgp8RoqJaBPC9WPZO6nAc98H2t9TPAjxJL+JBpSTSclGF8+7DMQctl9RNe5ZE+6Cyl2nEtq1ZFEUICSl9W12op4RbsrVoyIDvpDqKxN3TZ9UwcCxbDByB/9oCO5R8+FihvgklUmNKRJ70MWanie2ekjJ7z4fFRSgRXaKypls9SLc0kI96AkZlM7AlWfYyR46hqAq+eBWm5tHiqlGd8BF0njH9zz2BsnAJsWfHJSNUbAmB2i4WOLkHCtTHBtsaqfW9bFlG/UNSd3ifxjm3TpZ6dq5uJc0PcrKu75eLs8bTYaMXlPx4SmsbwtFtJHe/PW9/Byu+WUgf8BetmP6mH9NfT+NPJdB9hfm9l+DxsWLPZzk5tHGfRQtK1ujSGhiGRF+DXcXQ8xEYZojJoSKjFwNmyCqhNnI0gA9aKVGZjwOJMr4t85xMHK2LJQWqIVtxNIYBcRun27EvuGIlMi8R/8FMiVZGTe3pUwLGEgVPDihRqtmCzpqStJfX0ERVNRo23H2MGNSQLj114jZIsi+U24OJEeG2KGrSsq7KqGq6pGl7msFn2UCqWQX1lUjtYTOFqSh/7DAqKdCvh/q05I7mhp5IyLM9zzJkDGVx8abHOL8Rn/8V7xn0wsRSCWOf5F8nITzkEn0kUjT6waDhA+yHvVn9MgS9uwvUxSjgjrhyyEI26TEJDc4xOn/nWuOwTO7vpxmCKoHuKcx/7b0EjwTax/ZCt/V1mHWbvqYnad9x1wQJFBXOUR2w2GtsxT1+vAEjUjIvy3vG0d7d2CYQKLscU2GMZfWTbRTXmvAM+HKzakcZDoMq/x+2v7FF2CfQVTUmzqXpMDQJTw+fv0P8CVcQH2tmGKJEox75MgugEGtihSZkkqBPbC2CfBPUWlKhCZMmUmiOUia0URx1r2oIoLKy9uw4cGaeEijGjoqRTvMCdA+7ERRB4dvkj8rHng0qrXABRVCL5jgOg9eJGtue6NfvhpZ68KVrw1DqcuactVJqsTojPShcrlBvjrcILtbSUGIpu8fWklCPmfSl9gZ7kyv/cBaPw7y3OS+WUDc5+3y+d3cslfvXLyTy3Ink6VRT+Kdh/fxZ8aDrt/6V/Hgg45D/zT3Mh1uOlrpjK2Cw8sGzo+frM19mzxAOJRm6WzQyxkONHilgPE7PINXmZgsGkjIKM3ShhqZv2BQE46NO9gLFhn4jOy1xGGhNYw9bidQYjZgylh7RCoeHEU3muXTTPyeGMD3J+qDUVFlGAoOMSTREl9zfBJ7zaDA1HFCHuMkHm/C2L4UDfaZNBsT/o35ZMtrFYFFS87yI/d1FLEgKpP/xmHKopvCsGPM0rU/ZEc5SQu+Znlp+KARa2D5DZYo3i9NWnEa1HGF33GRq6e1kuKfE2ukHyu4bdzOjjk5RLUzsJh6fQdWEfEAqv32LAnLTuUWNR06H2/Q3IdAk9wlnw27y265PPbkhdAT374UPWzl1qdzzsH6qXTuDN0/O5JST2tfGGRgNjif91yDTFAkTAhomxU3wAbWTQGOSWKWHGoaMxAKjg8lGW6H5g2ycrNAFn880+MD3ndVRGTkc2kw9O1kMaH3cCZ6Agt3HnxmjvKwauerSFhXnlip6aiK4o7/y5dL4xLzKa44kVQ1ItQY3Flkr6sy6pX7Jk6m/IXr4ZRZlTHnWYEkIaq8YYqfwM7uI/90lC4FnLl17hK+yHaQY7k1f+5ocipDYEzBWN0HoX8LMuUYSXxcN/UQ5MCpz61DpY8QU/ndxOTRHCjg8b8QUa1Ywd1xlSuc/+LpyH1SqTQt1EY4zcdknPWTaZiND2UF/k3MhYdMwUrFNfuuTcitVpCdLko7gTgKV5ZyIRHWt8ROxd3Yj4srJOVGULMdMhluRplBpG57AhdjQcE+ENC98wlz7qLAZerXTk51Cm1lNLjZ/Ha080D7mAjcrOkXI460YKIfAhRoq/zz8nX9yE8tyURgrVviMYMERCCQr7O64cKByrDzCyUOei+tADGaIMmTbwmRVzd3ttkGZM0MKXrOKmje026jKKqezXZGPDSH/+DUqn9BDgdUaNoXG54zVg0CZgXej/gkTSHmdla1403k+bC+YD/VPUFRY54kBJohcmcRTJYqtIv5poCmALsDIupL+i34DNLxDGM8G3WQNKt8oIwtJZP/csBV6dmZImw5Oe1KNbtd1brtiv/RGc7K7Qn6L0actAr2jIfUy3EmgX39J6Pmf/6IyprdimiVLyLG+kG5GxqvcHDZDsqIWbxDXlrUNDcyN3IBt4SHpHsfv2Mrogr/a5PzmMCbb7rwZd0+y2Yw9cK1/bBmNaUdjJlAobTAR6YZ1xi4uGfFP0chAjXEcEge/FNyj6XmrGjLpHDl83XJhPKSVPRe8DUyYY28xI0F0xcGMOdpMDWbd/Q8wlOkjz3wUJgUOrAo0rCCM8vwMshV2zUcSzTGqWZWTPlIZ6qf+AbCpyT/zpaxai2bUBU2lHMZ4EAegYFthk5KRUdSqBs02cG3yx98gHK4r9oKwNImCekxkUhWazuJKrC7aW/9mdWze4d928qkn2qU2CEfxQa+dILtiv/SsnFHulPz6ebyckuLmk30ygcbQ82/Zx/mP6kDfiplgBH+nkvyehXSThwvmIZjCDhUrJ1OTzBIRmRhZf4mYJSwn60d5qQwvseWDKaQ0CBUzTPQncEsr3Xg4dXC/pHiFyNpNSqNCwt+KxWftxAnZhr0dDFRR+6tLCOHhnuwjxBI0V9ZQUlbZEPRlWdZw4BEmmv6J67yKnMZhoJIrPNGJ9+yF0qYP/TzJUfYpbk9tWU318KVnxgabk6F695l2WdShQZRGoZ5e22lUGmhYxKRoWFU+ks25utP/xdNoVviDuRQYCWjYYaLSwVRoZxkD8zv/XvijQY0BNtL8PMQioEQ0z7xA1EdjpaZjzw4zS5wIld7TvG4ephUk4m+Rzm+cb8l0xXaCNCHGSToyLZAmRLtCl1vh7ien8LHx/s8fdpH+ftZeYyXQPViZSzLLCGM/hMecsBW7TT1nNj37lGgBi+kE15AjaBH5pkQ8sblPS05wJwaFXNrW4G0N7Izhw8ac0vnYCh1iOjJ3NArxbBmUNJzexKo4xFy1E2LH08ViaA+Ru2UJktOTOffAQUvpebGoIpvlMOnwT1zm9B9pIadPWM5Hfp4H0UpCIfMCfRHpsqp8nu3z/TAgNM3Ni8qiNVShl1/TDa+4zFExdY95fzFQZxZvW0C2ipHOJqvhrVyiswWHkgzOKDmO1VaocWAW30Bw6mN2H+sWF5qSBL2qoYU0rPOgXKUFCYoqPkqtuzBwZruwJbmyXK1kE/GErO/sBvWn4eJPJ/q0lRPEjV61m+XQebKT9CUnp+yEINfCyq1n+OAmEoT0oE7/h6fOf/5oE+n52L7Qz046cIqRhWHT9HmvWq6PG8egy5atQ9Big3cwbQg5Nv4X1PF9WA9ph169sBv7GY6bKBq0duNjs/wWDCpp3VRDBISpoV5kjWLWJlJ5CXX8A6LRbmj9YYJpUBfHDCUhpbcS3IkvHAHKKlNf8rLJK0mYuV7Tp7w5uuhgq2KSkOe0m0Psx05QzgEj/sT/FdFhQU3UrL7pwz0fe2b++NmmanxIGgPe4YH9vTHYXqQFUKm9SgSKYm3dQk1a0X3JeDb2T1dkVFJBxeQpFbE/ix+s4jb+k0BDisUFz7WW5sywAxCTJ4SlDWeOikvd5BfDwfkvKB4Qp6L1x3JHk7h1x3g+Dn8a9vScWZdfBimFvdYN2qhlLlL6Vb3oXPa8ft5+roxJRjn/dZzoVBnTs3HlZJmfdF0MQLtpCHqPhE/EmlFpj+EfZJLoN8cNckaaEJ3043Fr3pfGdJxxMvTxYHcEu4pGnRPDI8ugx3WY84GpWoh1OaBEhxLXD3MrUOnwFfnoS1YimS7aCgklYzu7hKBCW56zWh8SFhWye+mNh4APkz65T86bKqE51iSxManytIr/z2k5wrn4rIZwvsjyOX36xyryHK5Oefxn6BMV6SOjVFAUg3iJFFpSpsonxbbjooJPaVZlNXyVfV5egfhrGCtXBcUOVowCDYf6a/bmISmFWoseKhKANrIY9FLig/Iffo5LU1VlFoIlRPGIZi0dV1paRA85SzfE88wo/A9q+jOt58cJgd6qUA6n22L2Y5DJT87e+/Lys+jnB+wn0P/+D7JmMKh/UgCqBDpg2tJcCv0mJ13HGcluRqB3ZDwUXZqwvrIPux7asqHcUnoUzAG5FR5Zt8iMpLPfhxlqrC4quXide4eGCEPSPyeOPsGczsgcPTbEGdbfZIIwHjKekpszKdyXTeVx5J6eGlj+WyJgC9FfXWJDm6OFSBPb3/gDo0KIRqsqnyXkVB8VJQyb5F8ykn7xQavY1F/m9/CxIraGhFwcbXVJ8uV2w40RupaXIWFHVdSHtyTbEk19cGpTURaKJXieRH2I6f9o4ZTng0wZz3LSPIcUFKZ3GSsU2MtUea61ksDTcc9H1xe643eQ9OMQs4qjrz3XKKPF5A8geGTF82ecOeokiafBk9s4XZIUfquTszwn5zeMZ/HsFyfMy+/APXZ2/7D8GUPRFx3Pb8WkZrQIJBcnHeYjo+fE2kNsPssoM7FdVNqT7LCDArm4w7AMymcUhSIMpI85x4PYimf/V/ryFfwyKubWbfRIG9c8MlR14nhsxHgeQaanvkYcRsauvu24VQ1S0SoEW2H+sP8S81CDUBMb2gKXFY3/l5EV6lUReuMhNs2KFTKMYSMc73L5R55liCkLBo058/tJDIquvW2GUioVoBKNLmqllzwNS8G5VYvHpDMzfoOHhgKqaopShpNyrgOpPP1WLS8/fXBNhl6qwEYRWEMXVAqgcWTpFgqTVM+7NfYzYUWz+JRmRhJ0XH44FYBlexiPt8NFrQtXpKAOs0EIvEWgQxNpi0Cnfaavjdx87bw8X15+B9RQ+aSI1cDxlN0e9gFijjV7iOsX9+mjhP5tJyPolusvKFlvMSSO9N5Jqo0fS8sds0D+O+wkhfcxTEWTogLxkA2iw7iuQxyBPXGizdxg5sVQ7O0z8bxy0QMIFbm2Rgm0olkdu03U3AdTtyCMggAUcR2pEtNC4udOl2S0hS6x3pjk0VeAuiVKqVjKQdYtxD05MQXJMf/ZJARKYJPS8hnqqZlIledV4ohHg9Cs9O+T52po8uFwj/47JutzmpRi0ZOp6bsCS5QcrXs8VZ5hpV0j856dq7GUpMB8GHT31QWbmlBbvcSJIgs1KTkU657irr7QOILyom3DEhA35vRLzEwG1y7Lkz7T7D6Lc3u6tu50efkdUAI9KYbMt1s/ERcnnUzkzR4i5MMb5+eyakXlCTs+nPGzTKXFssNyVS9NflgBFQKVqezWMmrF4KVFsITUH2uE5VmimpudpsY1NFOqc8q3ZV0x/T1DfNmLHx7G7n2cxSoCt8GFUcSeVpZI6rFwswr97hxGxf5hsMXIc2HZJvnzGkaxU/gPos4yI48x567mjFtwuRH2v+VZSqA+JMTe40udRKGei5uJmwjMktnrir8POivUQxvMZtVtA9O7xofJ+GtGV5GK4oQaU6o+rqz8tSRD1aCE2WmD1e5YETKsB2mxRykroWv1sS2uVD2JkczJJhLrM0PdkXNhGGOgBt/RM3CyX2nrVNlIudM+0/rpde1c3TqrTw8l0JNizHz3yoc7u2jB824uEZOs/X7KzB1d5NiNR4qIgXVuNYNtUEXdNsSiDSWFElCK+kkkoPjGewKrSaBteEQoN7nADN9nbHinY3wOnyBat4ElfAwlBbkvdpcN46YWTsVi+ytGGhiYqUBZsHNr4IGEzrr4JF0aGHlWNcWZdT3jyjX+nP6ogNNIW9JWaU6+OVpCBXJrttCntJyzOCAOoIEh4QwiVdSRfydsPETG6PdjYKoWIxR/t6zFwD20AxVfZEP/5ZKaUXTGWgMNFy9KrYnP4N+LGqs5OFTlXx4IysinjyuUoW+VTZedymyuuJF0oqloG+vs1kmWesyuptxLAr2iRmIbcDn28YHJ/B2TSGqo/FIMS78X25HueAjx8Nm48xozS3sBXVssf6THe0O6stxERLmRxaCQ6fqwglgcfkUx32HJj4+WMElTNy4MxnPMyYn03uWIh5q24ERNyzonJr9tK8U4+LRxyNKTYcm97qgRlDV1+P6W6KhnhaEbHch0SJ1BRNjAgTVxIKj8shAhXQV4GVuOMPmeXUYxqZiA1AVlSEzNB3eQKQOX49PBpT4fRjgnybv8PhKfD0L99aa1Ve6jUKz18C/igtwe/AtfEQilKoiXyPBYTo9NJbzaYBxreFjaAxpn5bjbTpyTARZTLP3toOgdZEwo0lhxaaXHKzi0DcKKCSTfTsvlbqLHH86mWQr/tRVQ9nFibc6gn9hOUgI9K4Y9a4OjYndnftOFFHusXq065E0lzGzBIx/E1jHZ8WtJcfwfw0WJWqR1GwLQtu6CvAiriuAaiv6Oi+sghUDlhVBPgwGgBiod1FdRz4QREWWhWFlhYEPEgfGqaCtr4LBRG5Qi2gxtFk+skEI12DFUS1MbDe0aYp4M3W4fw5X5df5cBKGQOsH9rqyzeb+JeqeE+vKmnt6g4A74cZ4TaqJhbjSby/Ev6ZFBPFXYBmNNkP6XWDGSM9bMKw7nY10TxAE+xK2yHKvz4BDqOBabDJAi5kcjHdwODYQR0QNKyuLj0lbGJXYxdIgRxyv/odZtMLhexn/hLEoy8/UwcdFE2j4vhxbWasZ0qkGjm1ACPStCpb0fxJEbOxU2IfOVJi6k7RYn/toJy6EmNG88ybHl7pDB07VDuuEYv6lt3NcgESgHDyk85L7HEr1z2mWIX3rYahYl+paGTtgTh8l6isQxBUQtKMiU63/bCrPsll503K+JGZnOot1cY6THx7hwdCpzEBsb4VVJpmHvHEl8C8oJBklzBlsq5EE7sKqTZtKCaEGuofSJoXt2qSaEWGXps0BFWuZjxXOCeUMr42rlFvVLbhOVu+NuGMuHyKrMRQFVlAYT89gpSptpm74kiJAQ2je08MO7HWwN4nTsMGQ2ftaRQPHpyrqpPo57jpojJyYIM8PWb8xZdkN56vYF/fQ4UgMN5spPgRJoRGrlSTH6nSeXGD72Qw1VEuhJ4WnluwApJnZccqsFvlH+746yzork1iKtrNrhSaA/RQxJuxGuNJbZGISM4pjUh0tB3CbyFcayuZYctU4jDsatTHSCSf2Tk3gK7NdgA4TOS7ZvsdiIJcgMiWzTSOCXw3YOGTj5CJNCSLl9wDafZSeKFYG8AHS9wniRCEVy6gm0yoo5C+ZcCzfeNa+Kde5ePDwJ3z91lcna4yzL6jADJRNS/qhYX/XBKIYUqkpmjiCASF5U2ZjOX7ygXGjowBwbRl/B8tpO6CnYcjlJ4VGoMaEhaGheHa+2uE0wbo79p7g/dX7C7U7AE/5c0+b9fAJ94ii8EuiI5ISU9H3fBT66IQ8l1GjNs1J4mgalwZ2HYSC2tNEwqUUqDx0T/egdFDatLJUjOH0kyyJoT8m1R23lI0ixoPec+NWL9eTQzJKdH66jlrSVXB0lVglxYfFh8oLjOjmciHKW70DUfZtj9zrjMetg2FlyBKkomeoWNU1F8pr28WWRbfBkmaU74hISqsqiWvl5cPqENSh5FG6fWGA0pcVsSpZU2w9GoOsHEp82w3wS14aWWFKfVaGKwP9y2F3mmjgFRSWZpMv1cLQZrlkYZKA1U1M0jPcxAMYPFkXLCT1FKzuOlGEyVmwMOBPG+mm8acf9yNaIJ/5XUlnqvuY1zv1zb4MIdXLrH53CT6GO9K/A5ITc3YuXO/VzArWrhaeZew7NJWCuC+VLVdWcU5e6JzvztsEGGwa3AAAgAElEQVRYIZbKDa53PgsPy3bYoG9ooNYgIacUx6eVqF12NsqUenrbNzgc2TXRNZQyoegJg7qmpbsnBOoYD6+5u11k9/5WPnf3GTQ2vXEhWuOj0RyCyhoTPEiuC+m1eKoR3sqX292gBVoyWi6r5YotrkMFktk3OvJt61k0m6X6WZ5m5wXU9Cvq/TWwsFo3BVxG64a+fMNhVHkN/9AQGWcw0ceQAgyu0EWLRyd2ItTNmybL8Y71uITVbfyg+sC6qZsHite4HsKkACVp1Gm4/LSRDhQkdHQ38EQbdLqh1y5msDPG3LUkAXDzTYSTc/yTAtCjMiZ1Y3oFVlwTN06vQcI0NJwSBg3RRti4aDaUKsPZCxsmfPcqyDmNbThGSeWe6ypm5v4bVQ6+uz1noLC4h+5qlNu3rILSBQPLInpZZc6GEv3PZTm8AF6V9Gaj6RDrp9ikQQeQ+oLAtGlK1udQjkUtECONNi89RSPwvIjPEfLewRKe/RZS06qKqcyR6E9/BlatV7yVRkYcBpA8r5uibmfUzBmj8dkysucO/hQ3e8qjstzYqu6DFlWeFVuc/BuJ2iiD3NpfVHzcjfcbCX+4YcvBLRiwwJvEpwlQ11pK8LMoYhs2DAyhHomxZvOOnneQOjGTb8M6P5rMWA6BYvEcUvooDnH9Db6bWtbNqNK51fXaP1jGNMPTtsopgW7gan4zCJPTVV5DwBl8H8MasYVj0+LxGYO20CPBSsTK0jGp/VfSkPdfu3H1GANMbpN0jf++U47tGldx6QWWFoneiV9AWVVug/2a1BSwiwcCfGyuKGnK3iAdL1owReXjXSze4BI1W1WIxIq87GCxgTXqFdL20IYf3JTRhh/orShWCpH52DFPfjcM1i/AxXPjPyvYH5Wz8HLmDLpXQiWVU1I39iJBz1VmsfuFRljNULMIbJzDz8RfKlrr3/BS2v+Xskbw6d84+tnnl5J1ZK5uasrChsq3nY2zy0pqf1NurHY0vjMS6fM3UrHuoOWHO0xwonNx5O16xp2y6wovblDlrxHSK4G+HFeu9+MY5xCnuoXWLqox48zkFL114xNQpl5x+xvXEcumDwoxG24kb0rTjZ0E1NCQTlvspChqzoHKWklY4RkbloM4bgbxXIyeFNrqLrjcV/Sx4CpK/50vfBjWQJYDSWRWof9bYnrRdMhdi0uZ5Q1GEKE48iGyOHvAVi4XViwpih/pa85zwlplVlwWxJptRaDZYtG7gSffhCPv0Zymd4tq0QvFnBaSBtvIThBeFyBv7wqG1Jw2rdAZy8GrDfW2njBRb2YjvW1cC+e8smxlggn106y2cZtxqEW3kqCzt47SSysrP6i3gCjN0FswmL867Bqp69bFMaQwIHc9J9q0/xxv8GlUuY5jBPpf/6Yp/Msxu2iPZ2AXCTQ9qcMsfdIygmpIurMrVmRjsRS1LS5VQz0Nm99AhSYuivAxDpaclUOEAkBcX1YWWk74iPC7icARzfuuZXMeUax/WFA6Mn1YBHFuiTvh4I2BJN4HlSVWrTuXcV1ldWHDylNuiV3yCFxb2G9AAlnXdCGpKZq/+HC1YrCZCYfeZLN1psw377cgYX8k+VbCL2WFXeXPZvIYnhBpFu0TedYA/IWhLGE9UHMfHTYsZ1IgzbB0FNtBUBiGDzKS7xbhJAQN2PMMDUIJ27yyYv152NeHt7+l0wi0uRTxIqdgw4+ehpbys3Ch7VGehszKDEOgoZJ6lUCTX35kb2g3DhEoRKG/01D5rdfN6R65kU4Df87SqmWS5FzYcCkbjBIEc4m40NbRAdSTE2aQ6iKDM3wXFkWgw1vl6Cv5vDoakvn0r8b3sPFpJbYNw07Ucn2noU0+S5j4mnNg0NBwGY54+J5DFO+/8T4/h8kQbIWwLt0HTz6AwqYKS+6EMyiHOyu0wQ03/PpgtRRBJnYUlxcxp8fceXMwHLyBlBLLqlnv2Mffbx/ChFmLiSYfZWM030woR2RVWcIroEFQnRej8xOG6H0IjguWsRwVM/S8Rr8JU0lNnedYzFxj3by00ONgr7/cIV2gkSCzdcwtiNSXBW9sFBh3W/UySN9UdhwC7UN96AoxJgT6keqk3TgqpBdnuxccz6lwniJ3mhYlBDrTPs0Nc6T5ia7AQlGPDqyVORLu90B/ljm4/+oi9mv45cNsNQwrjclLUOzwpeoMnUBrLOs1nSg/rTyk7IzEJmQoZRhG0kG9cbBErnxyikwTOTy2rbUYR8e+jhy2wZXlPH6Nwijy0op9d1MwSivRvRbrDx+dVVzZxjy8egqBzpL4sr7ScVofwV95TJGPjoCpHS4tws4YTUJ42CCplwh0fGSpjsIE1ceejPb9e4I2EzW8MJuuaprdc51V8FqVhh0LLh169hVzgYZuobYU79dGshdjRYZf84o3WNWLKPmWMjm9kk8IdH8I8hlJ/lECfZYh6KkJ9Dwyi+kK7jGFv8HxKEIyc7OTOmjHPjmqaGH0kjZzDfejQ4tpsF2dg5YYrKe+vvRZPCql4WiwkCwryoY6GNCq+B/blsJS7qezXK0EAkVro0KW2RisdstZe8TYEeY6IWb3VNnImrmWZQEK+xGf+rsVMBPBUndssiBPFv7uBecfoabEmFBb7eSv7+HKcxRZdZVeh4co6/lQE6f/ja1E3FShBoppgoy6AfqTDM+LALThZaphstCFUmoFsxbbFYUnebjfGdFt0kHEiC0oBiR6jDCAO9smb7nas+JKqyAcFp1FR09rJg3yUQcFJ4uoNCncONWG78r0XN0dgpwnWLmKYwT6pA7S2vGcCCcq5kyv6okXaHB+uHI/G+zfJ1sQw0a5hosx8VuMCNUYa8llR4cnvZCQQQyKsRk6LtViPsGufVtkrMRxb3kXvfjCdD0cQdB4woYKn1XCORiVtQazily4kfm0s6g4apPDnahiW8Oi1Fgzh6xzRKuQgMIfGM/OsfELR5YYeeaMuFAAmI2qPwnXI9ArOfz4CGiSz38Ig1AsBBWbJyw69q+sbfk7bnIa9FSYx8JVzmAXsqfJS3jdpi3p/ok1pXkGM6Y+GnNjmXywA0SjD5aAjeXmFu5JxtJqI4sCnHyGHTfR08BgUH6OewPo4r1xqg0EmMQd+0OQ8wQr16F2dvtxomLO7FAGGdPNyzZdjG3Qhyb2OuPW2yB1onjFZ28YH2whU78YaQl40itgjlkxaWxYLPBhZVtjnxl3K2MIe3CW6MUVqGuCX4WrfUhb+BwexsHYqgate4XhS1Qx0fSgiToawbIo0hRYEYJuUdVANY/F7BAwcXL8Ik4f0iev6JaU0/jtHiLcg/seECqk4JV//VGLfC4SyPILys6oENBqqqhwOfA/9cE3hkirZmzb+98iQJcd8o0LE/4ZNQIVRzTxflatjUOTWHQV+BOtJOcQ3Nei4a1ZO2AXSbb6iWoU2QeGKVAYHVwZwsk3th3XkHQ541m5PwQ5UbByHUqg+3EmAg2qozhkEob24pxyetNZKUkkRTTTlWACvw38SYprLT2VW/aRkD8bH3GCueqKvVf2eiDwpt1vhedFAIrMu8hoEoJkPb5VFHvSu7IhQXf+i9hiq29W+2gSSiW4t5UY26y5ZD3HWCekNC1c9RCQ+tvUpIEMhuxYjZ6XhckrlATFRj4Xhw4U/WqsBi5XJzVfiGwv48oK5AlgJlXinah42cLKO3JsgaUfWP0RigOUimZlxbYR5bl4WhGjSmWTq/eQ4uOdlNCRs7eRQNHg83et6U4Ch5caHxLafS2nPDkg0cChBGJ+00XC7INR3qDb2EGHVzZwrp/g5/muXYcS6H6c56qYLKX9Si/wUSp9ZUC5G8x5uqTQZTga6JDBOaoDIWFiAGL997PG2rUKU+lfvamwCa3w32toX5BOWxhLInhBjZLznHgwIXgrdTd0f1qZJsIhosGBfUaMInMGV56jsXyi9FmnmJjAmgnCJp/MlmifVD7QAjtAPISbV5h+lzWaVMp74swxxtjidw/kwqPYS+FrRAtXUGgJRKIFJStosfIsVlGXxG12Vbilj+bx3lom+bkQaNZ0YpKMd5E75MVNBCeCRecOM/MYTvAfTVH7Sxq0T3CBabnIjxVrMReh2gz7+tp2iDhj+8i5NM/e8v6ce30dJNCztpSUQO/AWeoynZy9bl5iSueUk5tODnmc6Oy5lJ35dR8WFUM/gx4TbOaM0CxaNViRVqEj0aDtA/ZrMmyWaE1O/0nXcDGxKY2g4zI6F79p4rlEtWFTgcAxmliCe7F7A+ocOF/CJwTq+Azip4aNkFYaTv77CxKtpTPNQfe2NGU1mXPPYHNSof1UrJLSNFF+jszpgcjSP0LREwFoEQ2aPakGAYK/tBh6ukAkWjD6rbhABZdBn7O3CCg746JwF2OhGBiThL0pKPmtuTUelYCG1y/LWBSrCo0IzzALHwm0jwSakNx68WihXT6awp+2paQEeg/O8THKydWF9QvjqRaXKrjxEPuop590jDBPaWh/HLWfHV3lTS05ItTrjQmb3m1NC7cStuhF7TNvCN/ht+bDytyK+JwOoujUGu5+pE6TLSMemP9G1mhDQPzesFnFUiW+tTXWaCAJtZeqhROzNWXDdnxVoBUCnSj2CMOaycdcJQOsoi4NjuKS0CJ9hD2z1wbzQd9O4YvBMv6bD/QYDFP4YV2z/JDvBZN8+r00RqgWbTY2gqB56NhsYwCK4g3i0Q6rT0zp2E9qathrcbOKJ8gSFvgNV7QwPnVYXGfpgd9xbVLQksLdqe9cQnLrscXip0ebSGcJXZa4TaALK+XfbKh8ikRimt4kw0cMLh3tO5KiU7SQIOgBiS8FfkxHzrCs1scaEBViNa5MUzrZloMUPvdfs8LHgp6fLnDkbGgpjBiS29Iwys1t75RkW6zhZWwjNhVs+6OVT+95AzVo20C6RA91GCWjK4X9RrXoa9ANRk+jhtyzEV837HT3oWWFrD/LC0iYmokuM7ug4yLNpuKSl0sTpvTG2ZbT3XCLx7ehHoFh2D/8IxMfgAxvO8aL2G261BWsYDh35hDE5zXos8VuzxazC3Kxq1ljRl2A6TzES/C6R7QJCSgZ1HIJq+PHRkdmBp2UA9uu35IqDVj56TEZ03mKZwsogX4U+sUMXTLEHszD2QcKJ183M7HrwsyRRKvoMbiwxsZZNBEMsuWiKBAfIvroqLrOy9AxRwMDu8fpeuGzbFheBoarxLsO31R0fiupq2Gs0zDm9A9TWcam+B9CWmyXNM1X35bcY3QBLWLIE7f1j2DQTIdXBgkaif4FUzXcgNlYW7Wx4Bc4hd6ZPkwWyr2hMdpNWa+LQLPsKunHW82sUYIDFO1Z/Ht/od2ebSvoZxGWonoCfxa6a/l3L68wFgvfkBzpB4c0ucGq8WcP7QThCmOj4XVnZO+H6DK4/bi3Y++9S86zlRhx7aeHhPQnbikpgX4SZjI8Svs6F53Hen4HHFsGQ2QQSp7BZXkMGYwwbUuLETEoc9gHAVtiVtbw3XPGk6z/Kno6qtH2RqMcSiLoiPwvaDIsX+fWsy97P5zEbmCoRncLI3Pxlh71UBt2jE/Rbyrp1sQ5UKTs0NTji8x57hpt4Vz2CkUfeEwzBmkQRIsQOc5YMqPj8CNjx52P9aCnvM7Wg7/9uPJu/AW08hxTKNkLarHVqmjBq1iajEQd7ziWRUFmiq0q/pKHWTGUpzFy5hMSOv/j06vhQY+EXdxfPN2KzqMX6Wcf8vhkzdZ+Aj123n8ygUb8M8xvglKf5KesBHoNY6gZzyZJ0dlR57+YlduhNzQz/06YFxMnCDegqe8g8bM1xo8qfstQb/TfMoO9mtgSB185aLLxHUSEh1EgSjpD4Oe/zvjWws3CB5kFvq5tUaMh7+AEVBvaNWWlT/TbzifsrfAsvsqOO89IrxlXqsGVzTY0sCjaUoYzSRPwUS6zUrjD0zV6JpeJgzz8NopydWXmQdxhSffkZ1h5ymJ8BIy34kzwb6y/uhkOtONqSP07VPK4PFXBFBqFTlPjQ4D4vpKZL3/dcjXtX3EP66jBMPCicUzd+2E7rI386fpZrX1PCn8MH53CB/znvyTjm//80ln492I8jcaNNT2nMG3wU5ZhdxeH7eggHjYwBIKNe+pIW3XYSyS+xljvVnBlBnZbwFkNe+UwKYg+LRJnLJwwYlwpwtFLWN0DZwtYRlLnWWOjOXRGCEktloFwW1yFtLLxf2QYuYawCcMyveVSHvSXi7LKaqb1nshbU/p0s7wMq9kKSEUzEXz6H6ENckHLeerMETYOv2YS6cUo5v8YXrq/rFQcFDN1idn3RrYI0NmFf6DCXGDZMvY6lVzLAn8rfLSsiaIa7WjkhG5gE1YQ0AQvKj7srAOfunF97W4iHcUnN5EC/pr4L/31S92Y3ookkenHlFx6QiEYIHvi5B8ItI/m3/1XuimZ0nk0E2oa1lHYBAOKqirESBL7c33sic48p6ktCpB1HfaYtXSNdGH4uryw7ulZ3IBwKwy5+387Ln5jE4Kt/Ua2HfvQsubiTfAn9dqmxKa4gkP3qL61BQj0AoP4uOEd4eWlin8Fm5tmZVsHDIgT8/ifhVmcm75Gf/2heQs3mqIUQnPktkSZpGHb71JnWIeHCxCMrmospvIXyYYiepCpP4tq7mGB3sxRaNx1o+IjWa7NH3ChwHIhzPyUfZRs5Rz6lxXcMQufZu3/aA309VhWgkJLiNLPuPiGI5kmcuZX3NctLiHDlo8w/A7vTdEDImLxIaiPVhrKgbAjuLWV/KOqTOcgzTTxG8vZF0+YF/KZpTNnThW+Z8HSWJ/vY3G7/9b650RzPKuoksr8Q0GSVOTWCLGDv+FcmcOLBN1kBJEoiDacyCyyUZMk6bzsWfdhbDVrlWdCtllxEvHRg7D9YsbfYI9SS+sVXBOLlsJcFJazBi6DMk9PJ4ELBrhwBXO0H6T3HQ2dHMUSPtmvu+BH38lM7rxuFK7aJvgqR+wR0n8Dp9C/rEAJ9GX49imwrAT1YcPCOL8ZfeeT/Eq22nbJOllq8BGDwmjcJ95oGnD1ps/kyqw2XNGGkU2fqtcFVEbcdeRDzjHoQwDqaFhxKdrQWargZI541d+8NDD2rPKm7tizaGFc0RYZdNsFfdVjTc2h3onJJPzSVuLxCUdliOgpfgz7gqEtyiOdQkHaDAwiniIoyGYra+R+A7ISFziIIaCfRcfOx5+QSdQF7AGNyVAFhUez/2RqFJqtuMXgX9hLLTlJiYWenLll6tIly5DHljt+Z0YDm1+NvQT63/8xS+HVkf5OPCAJWVaCIoEOP5VpTuMSl5xhQL4b1jFQxOTYaXDsJlkaF6Ny5oznQYvJd3CeZdKNzR7wWDJm/MLWViYz0eItsEEYiWELBkVC6B+PU4dZCR0N7SiolvGpJvZ+VHmGnlMo6OKn/uvN3hQ2FMMiNIePMNYkxapnhhlxl3P6ncD0Z0BoNBVwgc+krfTmYfinY7mQxL9vl0Y+Ks+jeVvHSgYUvKZxrSh2K9i5ontHA8NGVnnCoallToKQlALhUOUcTD/7JAKQlD7ulvvduKMGmoSgf/9WR/rj+G4ZXBSgCxLuXJyKj97GJMjEcz5pPfV9+O0X2wJWnM24pdjQ+0goDU0FtMjrimt2sopb3fCAbvy+ZmRJCl8ybPotq6Jh573rWu6KoKEvsn6MqMPvp6lMVZSyAB1m87KZh/Z4IvnEUDy+4Zjr9AQOHxNnMdiOuUUYF3nOTQhjzN+FPTMImKoFdf4UKp2+suWrgrU9Jh5aypigRohvUNbAD8bWzf/H3psuOZJrTWLXTGbDwI7RmAmjmUbpR0XpR/PKus10JeX7P5mO+wFiY3BNsiq7MvHdr6uKyS1JwOMsftxxkcNAGehNKN0UVQFVzWYKieSIhhItVBs7rguHbLbjztTwbVv4d1v3dOF72o6/fnXh71vvJWJMdu/bJ+hE+vXM22l/tCNoew9os4IrzUACpceSauu0NtFIpV+D/y4JPZyO8IyLAwsARCcCs5MWHsRw4KUrGVGaCqGYzgShid0kmoEc1DNzwFwMLEEwbR+tr0UeDpq+gdC6JP4OTFR2N7KDGtEAfkCRrH4XXAx92xVDNyXD3ymhXwwO7IxSQVmUMtUahC487+QCCE+OTOvUTNdiyoXgKx+zMR5tIwiDctChMP6cukZlvzvU+5G3A+hjKdhHR93beaB/r3j0XzzQ+9Y7qcCX4tfVxjwF6sUrL55lJIJqqj9icr3Wxr+XR1bNwsFsyVnwbDhIFMmHzfgFKwkBWvTuPQMikO9RbOvnrkZ2hQGG8KErKIdKWuk5gQgL40izXJzm4B0kggSyWcscfApmQIEORiClwPXdI7KC0fJkaLECD+pvUlrzt+ofXVgnAGoxATFAkiUEqAouDfISLFEgoMyGIS6cVD/AwFGCUDXbf4hekxKDOUXf8pVxF8K6xecVdDudJrpz/3/Y7ntfd4iJ/Of1jkhfALq/LsevjRa6Mv3aV8BZKttq8j8q74nnqdHvKTqPYT9gagF8yhqyVrum8wvGoUuIMwfvtPVtAzx5or5aPSqnMIHQBCNjySrB6CZR0zLTdDDjifTmdJDylDsyXpRQFuIhoN3TurNiqnOArLKbh9y3nJ7hN+UuLdZ2Amm9LIYKMCIrkTqqKMtY3YCapGQLVL4phFA5JMGLkneew55UqWdrKKGQUzsX9MKGvrydF/D3WAr2cfmffd2lxtSmOl9n6PH7Auj7UvhF9fLMHeadir9S6mH54L4JF6N3fD4QVUonq3Rx0CMY2SHhCB1TpwoNrd+q/0KjHKk7IREz6dA1thmD8sPQ6gWj50CRnFtk45DtTRiNAYJ6eO0KJoJAn2AXZw+YKAyIPC0rAmCCgmGD4SZ5JpQHvMPtHTjXzXZI0f/+62J0PQztM8GHhlBz+UOUkwUQ6YdF07jEkd/CrwXMNegASryPoJREYg7Gq1rX+LabSN8QGy53Xv/71hB2Z80v9oEnkPr6krP7Setd19K5f37DkzN4WFrV7Gx1atph2pmFT5a0iM9jI9rTyoFZ/kzCbA/F39VeF7GpACJcOQKE5tIBgaXEiHw16H6ye48OsJOAMmUH3mGiIgn8jGKMyNYhq+wOsCnGzLZpQSjmo+SuJbCa4CHzyWnOhud+PfLuTq2Ffrs1mEsxNn7/Ntda4PKRwhJBwYOAkh3kmTK/bLLQ5CuBfhWsA+VaCCIppAwLefQjRnGbm9IuWF6tTq7d5PQaXZdii2c28yIYeF/h62esLwD9Wes91ZyZwXnmx6sLNZlMZXGp32s9sX2TY9Z3pQAqN5c2YTJCnQnW4fMhDPrQMizzZ+iDWnR35ehZQcFAvw861kFgNCaQqsZEZ3PQ8kGz59imBW8++0OCrh2S9xLpNZcjeyHgUrF/hYlSjNccjOCu7QEozDwXfRT7CfAT/nKXQ9ApaYeiao4L22UL8RCSI3BFQ4evKYSiduKTg1yggO6ANh/FmJUonIraF5/pxF9ba9WwPjU37j3RmVrpF4DevX5fAH1XP3GaIdp9hvU+431R6Srnt50AKFmfPrNnnjWjZ8qWRyVJI5uTeyxOKB04Q0uWTf8PzOQE72KsA+Y/IXMHbSBBYzqUYcGhB0JPdD12MVvJ31VDNMKiQwDUJZuKHYwKBQUPLzUMFRp5zorR+ET/43l5D5umjg+/2gPpZyxjT0b/20LzbH07xtuD7bZ2UGDC6Csa8JRL5hAZNwnFseFfd4CU/wB7ANzvqOMYmf14Dq0dJwHvy2u5ydfbsk3NLSh3iw18plb6W6Twqr10Imr3u00ifWy6xGXWyCwS8qbBJaNLzEqefb4jWrFZpzgRkLD0xWOFY4P0vvmSLc+lfEChqLzH0M8mgDDQRqfSqtOjE1QYxTbzulpDoqWHo+07XIcpBAL3Ixj5mOA5VYTg1BRoPw0DbNXlKGOwSAIvoPKWwWQgr/ckbPpnLLc18JyWNSijLK4vBgwKF0z7yMLgoFMH+2JURShtjW8an7igpnxtEMIiDls0oRJbSeBYSChbtS/PsaRrg5sXGSGTkddFzZET1L05AP01J/gLQHV9cLrECiJP1spMjpd5OmbCHPPs8ynEFs5oUr2ME0kjh9lrs21MKlk3n8tjCX7j2CbhjUSPctLqaA7k3A8HjzOXmzFuruQsIYcETmJ+sHqIWlhvEkoExtJt0mJcKUgKH+BHCYT2DTDg8Qs9kiV82INvPftPswbyQE/oWxwhkBDSL7+pAK06NyTEoAYjsSiuwEwOenfovQMUwc6Vz1ieVb4eA6KDsQf5m4uFWqCJNDaq0XPyfUGb3zkuS6HaaZet/rnQ/t488qRWOt3nMQX7n7i+AJTrI9IlllfUy7lMr5BqACoBpPrc1nM1UzaaapNjSlrtApoiyYMCnSAnBzupc7c8r94ls0PhFqiFe1k+YIJIzjKDFtomA/WRlidm6ewCRdp1UKwO80aS2GNsFCx7unsgEOqORLZxkwYz5HAy4/7J8POAS83hhEIP4qc3dohLAIWgAQ2hjUSUvpAQhj7cENDNk285wGcuZIjUeyP3TiyX4PPGrFigtHKG7VyKgQkJqzvj8RxXjsreBbL2q116m6fcaa10cZ9b48pfdYK/aqBYH7HWst58l/aHumoWDlsy9UqM+VLXetjbg6pnVxhhyOEhax5z7ZSpI53IZOqFlAWCSkRo7F4eyZ4V831gX+Q4S87tLefIKXhHFSUbJJOElMhAf17v0CFCdORKG12i4pquobOW7OTtO+PG4VxC+5uvYf1rC+ylYqwPca5oBGdS9HJJsjSTzy4nJwhqwBGzdnAUAB0rFLeSZwEbF03oXmHS1hjJ7Av1YOlxhYQexPruP0j6/Pa4wAwBl9xSV12izdbb38UPZe2bZ/5lJ/gLQLF+VbfvwuV1u48uZCgkfoJFWZXDCeI5UuLCCBSd9Z1H1lSbqLIckQFzm9CWgLWOAKghOmXeZ5gg6nEAACAASURBVJwRlASk3YaNesjngugIXKSA/oT+BgkuHhJyQtzTw43OReTsEn/GeHAS3EBo2RriJ5rH7eUIE8u+kbnI4vk8az1tpTbGUB3QMS6sRF6shXe0pAQSVFKWRS5bxhhKBfomJQJDJPm2vG4DD7S1qJ9AkWRM9BVEZlIzDT2n0filRNO0kenqWmgAemFA/gwfagV+N+Xi2zv9sn79bwGg7y4f/6KP/8JW2ZOuO/dLQpIJcUIOvPrLpndygmgqdmwi9Tu/mW52nB7wMS2NxTgYJAFNi3IgJYJIVc+lxC9xUwCdV80jVdChYCfn0ll00/F22NJPcmgH9TB3/iBHHRqjTv5D4E3UwAdx3kmsuiq6TqgxrCbBP+fauX4Y/WgkM/CSoGtMbpDBO5Q8DwKZyBlionsUSyPQZYG6az3SmQpecw6ZBjS3HMSujGHFtLIJjyoPrOHlUjp2/OyG8GgszTuZc6Fy/aN/5/nTuLuLt7XS68f5JEz9BwEopERepGX39hiAvr98/PIE4JZ9s/ezmzbEUadK0PdRtXk5FB4yubG+jWvB5cULaMiI4piEJ07diAK052rqRh2HWGhpSwQdTADkzWc3Lk8yPZQw2CKpNRXQDXzhqg6IVkFFOd2O8SdweDAIj9C9B7rmyODSwM4n+LOmcPbUSu2zrel3ni5k1qhFM6YaHKVakIljYEEyej8McuEa1uVjDMkyNwG/DKQzqNOrA0iMmALzNKuCkwBr4BBnKurmWqvGnmPRyQ4OdqhMmAp0R5LnLgHo/rr1BPdjtKuM++FT+P/3/wBuAj9fOAz/AIA+o3z84hL0LZnL7hu6+pa4pVCtAoBWiSmho8NsGFNAdWLgj8e1lFMbDiVRRf0yUYtECj+OGurhXDoeGglAqGTugm2NGzmUQ1hNWx/o2aHI6RFdDiivFjBMqZsXjB2Qx0MuyUoI6qNEySDaV2SSLTm3KS2I+1uEdJsQ7DMm9Mac9OH7qK0DmwHTrpgHQ/xpIS3CqViOeS6E/QMMq9F6hP8KBuEzXasKDOWhLZJSoM2xB1MDwgjl7QjqaE2TI+exGW+NTYdB5ZjprswU/s6k8La7X3JR/vhNpP+w8/7//Z8vbcI/AKDPufa8lARxS+18s278rfRtg8FZOJuXOcTMSmaQrKs0wWWGoMtfsT89qCowvkX6HtVlDnSkQ4cv6NDT9Q2CyYxkDCQr0Mld+HscSKfHsUuwk0BBDsPVCIiJ6IhNrZzUZlNsPeavEdHChNzH0PsiQ0zmLC66FaJ+xvjzoCn7yQeEWyjdbyVBkJBUsghHghLZ97BRPaC7Nz3OmKCWxHJxhISWV9hjvg5CBC6p0LtGr6lVcRCyYvB3subsMrR9SKnq3AUumuNxsdeeSc6cj9He0fmwNKa2mgio/CHY+fe/Fhadr30/V9eTqh9zdvD0LOAW9sbJmh5z6f2MunnRL9cjkOkOTsMG9pDGOQStx0XZqr92hcgZbRnVjhGF09ryQ0SdmaEFRJEk6LSTM/kB+XpcUJyaTRGNkVO0sIXzaGtRc3IknxBi9NTtBCMcMvYQEklwL57nMK1ZlTrXPpQL/v5nXed/feixGoxnASfBVYJ/HFqBLpILurqz91XjuBHtxgAf1NZlLyOsUzFQi2swXVUjoZPCsbWRkdV5qyUxbZsWztY3L5naN/YzUW1xjHZP1Ecl0rfVROgbdH4gV87nlo9fcR078w6vBJktuLz0fnS+mOLFRf04OI+JRFziyUKuJ3mhozrF10mebALQ3CjzMVEiXs6Sn3FxkGgm0PNDYlSdI+xpe6bwZ59TsppcwqcY1kdDDGwHQcTXWo+qmDw1LYzkbtAOdfBPgsm8wKoqk3SjjsVRPyF6+n0KwOdZF6oWDv7vB2hP4ypFYWl+Vo7XJzMsr0YpJNXkIo9NhWMojhBTTZ6kUIAquo+T42DtboQNGdv+GetkcsCYteqtbWfXyxpijx+jj8PbvsMTCRVQ+YPlzw9kKvfU8vFLvphzEH/lxXZGO/rNiyfQHlGm9oYg5Rs2cYFIHILJIwIDUkR5p6oz7otLOAeQCtTMAFYqClkmPgzU6Q4WgkjoCwH+5rJnARk/KYJqzVT+C2YptJUwGIi5oigZuqBwM54P1kqCSeMNKNVjQNP5MPhprH4DEW7b84/B/JaO7zevs36jAM0QFChRaEG9uCMmCBBE1raGg1zXdEfVKBcyZN4R9R6adPJiivmKNHYAxVQ8IBbVzSZ52DdQE5TVblJtJNBu4HkcS/fgevox+jCTg3e6csofRM4PBKDPBL3X9PLOPuvVXbDHWF48hq1RVWlC4CCxAjmhI6jwgMIjCaJI8Su0kYqGGZS6myII2eVIp/V4WcQb0U9j5wOUQSRfl4jWU7RzcWbf3nDnRZCIA4vGe7DBaSMYAInHDY6hb6UPpISkpC2pmEgc2kTmhh/OZ9sEXKDmnOeCfvLsnsCpmYBRXf/pJ5BlmsxKB07KZ7V0T5wKg0Z9grpypOoL6PNNmX4kFw7QSnernI86Fl/7pX2czOWmHYue/JTfjPOI3PuPUS8bvKrU9tC6E0D/09zkPhKAPvFq9CI22VmIv7YLTt/P6qkmV2POFCVqgcgP4bUY2Q4CvvY/a24DQqUsqlMMYtPESLJI6eOkhAZrYzmQmZN+LrjVLNBRXnOZZKPPi9KZnEPoLgX6ugsY0w5OiwtwgAebXm00LRx4TbL91a9BIHij1nzG5vtNyzYWKJtKZpGxQ6qeqNo+YJ98rFCpy8V76PxnLQHRGitHXOYKrrsYzqRYgmAn2oYw/Bjfxi54yA20KxPWr/u5W8+dmyi+7xSdYzT/0nUngHZvzr8/lK3x065Gr6LjPuqnNRvTTDetQtIJQIsGDOTpoWIleRdKWJ1sguERduojfYyrFuJ5CDjDHKbmd0K/JxoSrw/o86BzbiScLNH6uAavWpD4zydVckjom0MCVCLREK0Dt9NbNwwWtsgY6qS0sm2vNuQ0gHmqIehVgHA09tz92WcPP+fFYSNrV1MHgW26Hrxj9igi+S4ODnQgl8mOQDWUmbvAKNmcesUrCFIlq1d7alh9HCdisRJA92TCOoDWJwJor+F/LPy8pwb6v80lUIHTD9NEeuZ6GR33EYgHupW66Py8nSJ8czUuzV5ThT3JaYZ+zgygiBmAoN4DbJusTqfw5ewnBBrgi2MPA4+chB0Q4gRxE5XRmDYVSIHIhUTS4DHriTFAhjMxZMyrQ+higE8cCAJwAAHpcyrQSQbpkPRrJGvPDjodUMqzQeB3R8vkE6+VQJXhx8eW3JrzZZRXrx96iH6IjA1psoIxUJM5yj7SdC6Eomz4gpQGMoIYqo/4ASd7W9Fo8obZ2mj3vXscu6AhUvh3xzjdlPujGdHf4Qsv0Pm3DiGB0vQiW85fLKj8cbp7+lbqmFf221sAPVby7lqXCCpkaIwWgmRuqTseo3qfGe6M7Qz050KYURfnDf3XoQcrVJ/j39X4YUX9xM8X4nYQ/iANHm6aWY5oiI2fZPQMJzgsgWnvhpZsYmaGc0upWXUsm+zboHLwXv736ec516tfTVjlnA2jJJ1fXIvCIDm7wufAqyLoZbIJ2MSTT9TBXxqzGIkBaMLYJukZbCZBpZWdeZDqx9QCUDwBN2Cb7Vx5yLy1iOHYO0zH91fZftms5pV1Fw+0+RlLHv+yYc5frUh/5pv++SXrFgyrKB1D0cWtS92Fwl67SshTQXxU7ZyRlBLyTuh+RLPFlJoW+bHV5DmAt9AqtilWZHwNp6A10Y4qLDTTdhjerP7WWE0R5TKcxGW+7cg0TTDoZClVQRqqIh6nuzWRFvC4F426r/BzvdxclsaFqf994BR8WybAtUP/imtWYckT7UTIESDCTNRMkH+j9RewiXQ6eMQwZ4GVQIRDVgDVU8Xqae/JLVjV5qieQJuSSCb4fC/2/eMBtPnCAzj/fqEx568G0DNT6zOs/iwo7W1yBpKzF9dqK/YYspdB0S7ijAjtbyrfNUaBMoc8ObGUtDFamnMSdHPBYplOpAQcJWgPCecx+AlLPUOUupqAnw8y79H/ZS1sODAmugBEDMeDXVgUQG077mhPTbP3iyUB1SFsTIDsV7FzswCgnQBmlxxZSF7p36C17Ev/biTSx0WUkh/VDRw8chEX6ZpsSNZSD4SZSyXSyu0RjApw0moht2nUsSUdquT9mrrISrluQWN+RmXsIypOYt3pC99a8C/K3/fez0dYC9T6afyzBVN5mjt+e9tg+bSnmHNptIniFauQzTC+Mugs5EVz51NrXPlPCFklWi2TGK9FokYHTANfjdUwkAMRagwbBB2AhJKZ9yCHK2QYacJVc3lXzFyjw6UGm9OtQXmgKmc5+RwdbDB0R9pbXzDa17D477Qg2BLC9BEby+L1dKesuwDXNwtLJLWDhxosRevlW8KOy2Du0qsFfXnQnXiFHtUkqag+DQuT5HVsgsPVIN1ToscPVF1brt9Czu7FawVUd36LDwesE9FOpzHJUN4Q4FajGY3jAQRN6J2WjrfY30zfC0NZ8D4lZau0TMLUJ+A1tS7OkMYkdwqwuYTqcXKreXeg7V4W7SyE0ZZYp+1cnzZoayqVJW1anfhO+ew0nHZftai7jiGffKF+7eN66tUDM83ck2MduyX1g4fUNu0DU7YO/M4a6O1CpIS9NEhnzFQkPMWAUQoYe4AsExExK6d+VJEmXuTHzbFYx4vPSb9b6PBRCKBtfQHo9TV///fmEWfEjO951TIFoCcDSXW5L0sbo4PfJofQSc1jjVRtwaAQr5365reJxZnnMiZHDXqYCQvyHjMSP+PQ3TkuD2aAivmOTBKlzfPK/ENVnePW980i38thgcLzfP12wf0shn3fjq9aKFfrvJnthKszmIUnIXRo/E+CKaRDnUf5kjsTClwYRUo2cpwTIiKgMFHCjnuFkl4QSUBjsJlyHTOvupXdSm6/PuA5X+DXkDmWPkL/0ElYbPkzFvW/cN0FoDBGQi/+dXKgHxxA77yUvo/626nuu2aGTM575nSc+EwsmpIVjWkTBgKUhKAvGC/dVetfiTVTORgYsywehTDaFKUCoigyPjO47OtxBVU++x0iO3Aylrrq0EusCU6oW4dGw2GokjMmf5O4PFH/ErPpazVJ5e2nOaAeykb8cLCW/bmu5ArXDZIpVcWLgqADUpYk+0Zyjoz4VC+5zF6yjsOjb9/2IC/BpbnHc5SzLq7v42qYs5W92t58Au59uET+Lj3QpgT698tITE8D0KfG+XPceR+AnhUzvvl11Ry7ds2wpQUNc6cJV8cpTm3aoAndGu5jNT8im/nYGHwkPKH2iWlLKI57uIhjpNIXDiyhnmmCs+k4rolLLuyNYzsUDcKaJRrp+RnQ5Vg/wIHdlNItfM4RUqG74enXPFJfuEAhSt98yIDVQQfgnaOhqU7MOrUp1ovpG742fEWY4vQpZUhpJbbZSUCCkALc6GBvneLYz4B6ESL8BJZqA7OHhfOI8HxtPx4XXdD3rY/XSrodQJsvpwDov//1OgR9DoA+Oc6fLnub7+8yTK/EjPfvcOM+OLnsTlogdSHtUJuEHQAUPm25IP9X/010lRhAs3uKNmoCgLIEynIlokiJVVScXJvnVuJKBKzr87qr5nEE3ckt1JBBT4IAL6LNzX0N3CEPHK2/ulJe6zN9rdUy24tTWxKAQku5a/tbz3zeglyROaVWUisnQscwhGA8hFlBlU9oNpI4h1p55TA8CfSp5gagI93jIjjHxzYyXyYxyEnmbpqg072Kgumtx+36SfhAIejNAAol5f/l//5//ldMIv37Iwkq76ynx/lbKexxfesZ48uFmPHFJz2zjrOOzVkLrTYQorX8wglm+oB5iG1mDVFhKsySJwmhbKEmuoWBF0opvIR2t8QrzmGMr3SROsx9luzS6nCeuAtzpYBBoQXP3gefQC0M3mw9OmKC5pq7pZM+GRx/rb1lzFKDZfqYLUYVnDMzulofiKgOCQet3rUiNcJBMELtBaRd+fZ9ZMsRvNCauVEgqM0GZKHjpmw1lQkNXvtIeSW3VNpgJ/C3Kmg+FfP+wQD6HwqBKoA+IqisAezVRz0DQF8Q508AuYCyS+SmziLeUVro6xrKN9EGhch9e9h5ovPYde0QYpYMdgqsF49KiUZTqbano9FGSapzHDWfx0gfAM3EEGuay5ZgAuZtI8juRo4SgHq3rFhCEh3s+2ByHIZlq8ggmcSwYdehv4gR+z/93LKgXHIlcwez/BT7R+UQ4cOCar6zg6yBjcVxoj0H1Z2jBHeMbkCyQU9UStNDMuRtVIVkXGW1hg7czTDZYkaDizLYTirNNE8Wt4hBVZv4g/dj3mLz/4NT+H+3IU4CaFMHvWP9W+eYrpopPQNAX3qZmr7NS+Qm9eDqugu7Yea1rdAenJlNXXtwB2sdLUJrFZzLotUsMJhQsgKzbwQtuhQwWI4LuTG4yVnJlR04K4uAEcWAeKJrbBb/nVaSSCbEfojNwSvF22KyGmd09QQAYdspn5dT9HMCmFv5u0+2DLRa7RzKz3J1RoJ++P+tLjKw+wAvQkLTKH9k7epQdiZA8AUjtqBzjplK9Jr+QEZZ9hDbjCPTG4y8F/XrRGMeFaPl1j/Og/LT8NHx3Zi3ik7+sU0kFRPpACoh6H05/N//6uvK4z48gO68yskWWTCQzurHXHmTbS+WsrzAnzx6oXLXherkVeG0TpeGynegu5+lUfwFgQj/Do5p5lEas6RwXmDNSnS6ytjl+GBMaadvdNjm4PDo6KNC2rvgzbZCouIUhAGAsbE8L8aT+/i65Ud9uiVBYxr8oH7FBzDgrQT8HpVoDz1rfuJm+myNS5aj796koJVL9oBCCk7A1UZ4aBEzU1ahhFYrh0sBJemV2USZGnYoo0cis9r5rZWpUiPT9n4E8zaq4YuH/1NpTE3OrgPonXqg3Qp5Gma6/f08sH5OnH+e3DS9PuWKz3i8XgFQ3cCUqat7v8l2H0GNLKXaTD0KRENwHKiWk5XJxEH4yrm8ogOgMCxCLwCumc5BpxMu8ctjmsYSd+DNrRPEdqSDiY102EGPzp4ZivZb/r1zEjK1QaVHmEr2ayzeQcKgJ/DOoQQt6JnwycIWTgVinI7lGhPlC2aTiHwlnf49vkmmYpHBB8lYSAmuHDdSlSXkLnqFzdRZ0CFg2FAnDCwV5dMv9nDrt8u2XQ953I15++N2/XR9nPz97WcB6L87bgqSXk7iP2YTaW+dJzctY9OzX/Y1RySqKqUGoFe1mMfjRIBmgYomiSUd1eEjoh8whkD3OMztVZ35HGkDUuH7kaE57qgHukBQ5+qobfetXrxzbtj20QVVh51oNQTt9K4QL2DM0ygB5wEoPNN+/lxrHpTFJ0gh1lIEQK2njusBH61k5/RIsh4tQgAr/I6Smru8yUUV0oUHA9W6RLUQDMWPTatb+cQkHNfcBGdxNQZpAw5aLLkvwHEhObfa3vdi3vL8fry20Xo9mML/+64aaDcCebvefvqQNKYzL9K/2C0W3vadX0Z5skXQ8Wm0kNVPTnbjUefcsw7ZoUalY+5veBL0iIDEBUqP3tE0PisJunD0XfJ0spkQVrp4XEwUmQNG3JXUtD681prgth15M3TTj1X9zcP9KHqaRE5o6d0QDHk4D4aS5w2QP+GClB3K3EdS0mw04DANSAgi1KuHgw8HSgvgapZrVJU5WMGghRS8CTmoyAguwFW3Jy60kcr0x1HL5VRYhlES+pKZo0l1uR2XfdXHYW91nn4XABXIBAY2AL1TUFnizv8y//Ui9H5EIv25tU9uutPT/exPyTdCJ2j9TLuPYsJf2sDIyLqVJlIj+6zw12DhH2xp59lBzU1VB22jUVJ+uA5LjOJTXFVBoYmkQLWdFpQwx245mt7t1Sa9H9CgHxaV0cOByOnMO2qZ9z3yv15YD7+FX72mjwDfg2cBE231YUBaniwGdNGvMx5NJHilytfsm9+mSsUHSUoEVQdJ4cekDA1JZNpsG1UQG4GzNlsrKCjIpqE8fTrBtSVJ5eEgZoWZH6/vvl730Jj+SwdQcELvYdIvwk556MXk/yOOcp5de+Qm/vO2a+ZFlD9S3bNN0F17aq2YcnxTedAaf7KOhbwdKbREnIKkOUDAWG4AODPeQHf1qKzrAZlZKEt5UMKmpsubUmUQBHWnc0JWmxfLHwygznsm/ct74tA7zD89FklSlvkSLD6yHnonul4N0M/+VWX9+eOP+scf9X/+9//+v/+PP759r398+/bHNzCEuZkbJ77jGNTqYZVNMZEQKbB8MmQHZ853Fys3g/QfOgC9YxKJ7HkC6N/3CiovZj+7KcjN7+efsbY8zfeXEGiTAMrIisa0dz0+9sYnCSa19VfLsRdSS/Zq8w32Em0cHJ1v2CGo2mLKYdC56QBLxsn7aJjTd3uYafIvOMsfa70U0n4ySj64fvz148+2fvz1148f37//8T/+yCQmI9VPLqnk7HrTPqV0tqMa/pH67ut19yjnTWSkzfr3ImD99wJA/7W37nni565rl8w7LqlX7nrDM/XLMPTsTm5dWtCobPKRzU8GCONUNQUJALw+CNihkzRC4RHKc5hGkRSMRD/0nlKGIuivPrMfcX1UfPul64/67RvC1e/fv/31158/fvz5l64fE+DeeEwu7/25JPZR8/e3u8REkLg/hJ8r0Fz8fRc/fx2AXrvSPdE9+YZnOo01Z2nvpTRD55yyZLWwV9DuZ1Wfd/nvtz++f/vx48evPntf67dbgpg/iJ9/dgDtgHrLevFRe/m6S86uQejdc/BrAJ2j0Q8FoFdHK59Wi7ntmU648m26iY3Pzq6fNy2SrB/ff/z5/fv3FgXIEsisv/p8fZD1z0ic//Hrz3nzrdciUL1h7dz7/efuJeunCCqfiUBvej8/a13r9j2vG7j7TDubSPZQv7b/NaVH3+S27wKW/UKvN//qY/PL1m3FypvXi97Ka3/VTrAdrAlKrXfhYIO3uAEjus44cDyPOmzh0TzkcPvrr63nNvNr13sP6F3rC0DbusY3O//zW7/XflVdFudveoD+vT1Gwszvtf74pZi5OL2DJZdp3YwfwpghkLc+6IOFbvOJCtNWTf3G9Uoi/f0fw7Oe/c6nojufaRhqYPxsB2MEO52DH8vBQQFbbnT0+AN+yl/gDgemWyo6S5T4F46pMclhqecVtZ7rO/4nr2fgxsMA+n/dkcf/5C78Qx/mNVi7GfbOvkC/Bt/+TC/YxJcWRM9ATglx14nIGsj1bF2KYPo4bEEQZMOQrLdr4hK8eYZwAn09groTPX7KWn9Cv/rdrJfKDljgpLPGDMZRBtTF4DxUl6gp43GLh85SjegmhgQRbQqFgCgKvhskEciZVx/szDFgaCKPucjV+ptctf9E1vPtj29/fP/+/Y9v799qD56hl67HwOZBAL1PTOQ/L+eBvv/ju1YBf6hCvlhzh/LSM71/a15ZqJV++/Yn0jkeE0jiQlc5Gkn8ggd+5ujTLph58J+WJvJcmHgZtoRQB4dH5+1WOd7tebt/TRQ9tCgRaAxAM0AHC6YdgyTtyUHLkDMYRq5hTrJ5DBRlWhmBj+Fj4V9tyhCoz3XkELyqhIKWQSZoqqNOdkILlBPCJQM/gaD1f/7xjdEA9vI7duNjR+lF6yHguRFA/+6W8LqgDXIPgL5+EukJn9+Pk7BwXck+/fk9a4maq2d6GjSeW5Wpm4+cPFLKKAVHSJiGhyfOSMySXkvkifkk+ZexarSzGSxKAfZiaa2wLIgoxzeuDT0OVl7SybPE7X0Fh09y9iYx+gWk9y9cueTKJ3Ap6cMAL+pS5F+BioU5GWvlUpYjJ3rh0ReQrWcAJ8fSUnTkuYGuoQKeRUVDKN2lQAui25EU49oQNVG56UiCaN/L8hd0MR/dpe84uM9aDwHPTQAKvPzXLIesvfh7APT1s/DP+AC3dW7994yi76iDPxMQ99a3H/WP+uM7h+50SA+iyRxeTjUlQChOSO56t2MTe4LaqNbBgmUljCSo3BDSHGxYwyLE6+UYbmeSJMqBPe7mrjlaY0+KAcPBnrh8fK2Hl1yjkJQDLilNMFgbgZAZw2dRvhm4bsLfPQMjBTPlMlkgPJ9DYEVUY9VM260qgWfRoXcoNpXkoKft2zTcEZqJalfYxzWOs9nwD2T5P9DgfP++f/wMv2c9BDy3AOiCQY9Kpkp73qen/HI1pqd8gnsR5/dvM2rew8R4Kj7uLdCYf/xJX0512aRxnCBoUx2D6xExEsPtmDaipKPaGpMFpbeAgk8PuhipUs9z0byErRv8FkGRB+awiUEPIVo5idu7yn3NiaPRYIcdgbyv4POOtfr44GTkUdzMERc8+f+YfMb3CQUsiygzoXKdqe0FoxfJ4EtU+OQ4xUhh5Ko7qYxkGcO3GFqhqNhIYnJsAHpEQAohu4XXl9Lcu/0CmHTLE9W4Iw/3pc4czlesh4DnFgD9W5FTTZHuDz+xXq4H+vyPU797Uitvy9ufjZDz7pka8N9kC/05qkhyc5+lyvyI+lWla8exRaBVdZkKkjN0YKt6JVFQR+ILcu8p50hnGyhEhEQJe2ArZEIYgBof8roNRC1IG9ZOcwfIk8SQ1neNSc7rcOIAIknnnrPnnesLcbnMEOTKhRZRBOlBAs4kH3mEPAzqNvKVBEh9UsIOHqkUjZVLqwSgtGuJGOhlGbTJznKsDRUA2ThydyjgBd/s349wloNqaDz1+toYgK13LsjJ6EJ97wfp/pPwE2hQDwHPDQA6K4eAgfTvHojet16tSP/8j/NHIw3NlMuT9TrIbKtddds2nMQVVHkJEWdhZtYCUKg8wvUrqZUHfgJhOzRaEyWVx5SJn3xY8wDhqOhIGgvH4nmOWoo9GFjoxDVWFWtDsq6sDzLjUrl9vmUwh+zD6E76SKo3coKgw5640odszH+sBQ0tKB3kA909JG0fHP4p70rk4AAAIABJREFUYaV3Hhc7AUHIdEWYXVnaYzE9j9RUQrqPq6qKKahRUs2eLnIZj8YOIL/pqBsHaNu0lZdeX/sWtB1Af6CTL6HIPPRJPHz/CXnmegh4bgPQlq9LHPnfroaQZ9aLPZGe/3G2AFQB9OEr57s2RL/qbpj3QM5Ep69Sm4Q4pUMn14VMN01YM5SsgiRZ3W3KkRr0kQ9oHkoIQbNq3iHLQ6wROzpaOYgxb2AMWk4pbhE0S9Yn6eIs8Qtm0yCR0NIccj71QNoNsF6MKdW44mttFxSpvMcX4h2qI+j+CWAmBJheLn/wkpMQNY8pZGNdlHuTSCFbw0syDgOCrNZb49gd4VHn5D1yMuStqfVRaXVzQGWevL4WgmTN1XCtc8ON+6ceojmTO23IPvnoPLIeAp4bAHTW/mQx9BoCnluvdeV88mf5V0vhvz+JUNyeUS7At/Xy+TvNs5zrqc6RHgvM4pmPp1jJikanFUwUwdLs5TYK3o4KtOgJQICEmneN+6f2iUe6KUUP0buoDdm5lolJ+rC1FkbrwR78pj0kryDJ/WQMSa1lSSFr2XVUGiheT8y8CRc30s2fHksXVxvBzyEi3DRWP36PeqhcDx1EXh1KorB6iUgnrDMGUWVENImvO8RmRoiyJ1VCCy/GcH2vLKZSp56Zihoe0Sqxdq8vtZ3RbVnU0Xg1aDLtXPSaphT8GiXw1+DoQ8BzN4Deacb5/vdz23r8Y2tp8qJG/TzI3Hu1M1vn9Fdaxp0nxoSVu5wCusDEoyorEUBpvZkYYVadmycBJTJgIEuJ9dDaDW1gjQSjB/YacIKWTHeY34Tt9FAYwDl04/pMy4GUaLN7mA16R2dD2EnYB+/udCbeNLO+Vl8YBfPQyQ7q6CcISaoZUnfJ4a1EoIhGo3xh8v04f7AJaTyluUqhORb/KErRoPsRFWgk43dQAM0hILEpFAHTiy50QEvTS+Q4k25YGhVulWr7zp0llV43SvI4CuwfwVvWnQD6aPz5+Pu5bT38qTFNfiVkbl7uZOuc/ZU2utxzZkQ6Z6VOcmwJGFh+SNubkbxm9y1aAP8zssHOx6I/z64BdMdZ8YK7XIzkJ2VEsMsGkSTxMRq/sS0y3g1O4pz1UQ75gHGYwxIv7TAMmCXc2rubXWvkSzhxIl3/udtI028vMHkAA8L2bt3g4foG6XnYbTr4qcil0QE/BwFUO8D/nSra3EwjHePApWcNM/PPlIuzPoPjFAO8rZsOWANQ9fo6qoVMQV9Kd+YZt5lTR0Tm9XeQql90GtfrIeC5F0BfHYD+HAD9mZC5XgsAvfYrnRu+Z9e90nkTXYCGkBwfgb9mrt2NtmrBisIRKG7ywVUBVL3ARvKioxwQb8F7kcBDHrHCRTZzl/5lekiNHFMXN3VQqxOdVktzPcI0bEb5qRT6GPAN4bGR+d9+wetdwO6g4ecBiBoiVbHht2kgJoJrreOgmaQSyAkwb9YdZLNWzqOabErejuy+Zs6c1RIceKJ1Mv5i7t4sOxCqQpkEfNF6l8TOMrm669z8eGVMes9vMK9PA6C/CjLXX9Edmk5n7qrWsVUOAyYwERyogwca6/BOZFlUKU2aw2dBT+pEjGSpVHWoRYSqpg1oE8DE0Utih25+XaXmTkJQyQaHrX8cjqMvGwR1VLA3vYk/3Y4k0zRrpQfLl8ZtcvhPXwZta3AmgLGLv/Mag9In3VcFO2WXyAcXiw/ZHihNYJDCOyQk3GJFNwoai2wiljGiqo7JNbgfV7DuY+4Ep+NC31tdjxM3TUL99J7jeiroeO3o7NCYnn1y7/kF5vUbA+hTIPO/cr4CXcT3kNDmN3qHqujuXRVWWaIKmDAqWu1Uegmr+9qcZ/pe6AsCAfqYNeZE9oWTQjI9xXdyiKhTwjYTHqBs3a9OqM/Ows5xS/2UHDGVDaO+QScDokWk6cxgwe0e9CcPLbMij37BJ8hgzfJdMnMY9+mHYiAkEiPmjnLEpTEKwuK6OpiDwGkwkBkpWsEcW+ZO6nzmLoFFAQhPZIdiFKKqsfbW3l393wN69CDkx/E+odwziskXjtBZIv3dJ/r6Ib1n/V4A+hTIXH1rfUDtQQA9fafXxLYXNaO9u2oiJRAZ2HbHBh4ppKOOs4g4aRM3qrIOFXUgKyHYyILnyAkksKBIYKpF4hEJPh0EKAJb+bD6mI8pAs8sP7MhbsDSWglSzC4ghuznhvyBI/UGxYZaN7J398DFCSN/80SfLcUffFA9EUnLJYvXC8wwePlefMJVMvho0UPy3jE/l/vBr5NNpZR0eKh2GmjFcDzaiHKB9Sk7WsSjlAo23GrmqO1DtpxAEsWjUDu/z+7mgk3HvQg6r/fh6I1vf7N+EwB9H2T++AaAhJb79kP9QS49A9AbB8muvtXLDi/ry/zpXVvCLjk8x5IRTGZQ6JGYRw40ow9wZHuVT1PaFBJCirEl9xJsFlYCypghIyLh7IAR6ihPIc8aal2fVUS7Es1skmgMENpwWtK0A4dilmd9kBw+HwH0j8KFt/5C8GqbG+gnW1aVrUAJ4+gY5F8ENNH4wzURN+MmDy58wawS8NQYzCMhZUE5BwNkYwZXKcqtISMkRQofI0qcyYWiJPu1ieGxAWiVzIUGx7XODvFXLIxus+s4OVf3jSI9gqPX3tL+uglA99bdvh4Pvp/b1r2Q2VuAs847Zs2+TV/QdLn7QQXjdu+LF8Gn/PpXM3z2zBOjSPWKyzUhniQYKq/zqBMlbRdn7bqXHHRGvigTNOvMHsxqIX6W3SFAMTIib8N5mHERUQ5SQIlKyipkdHJHv9MUMhECQZsbBw/7+R0AHW7sKglKLO+4DV7txX/+jgufhkVkjmTAHvDnYCFeIPvBkkAvH7pcedxhwKQtr7K5Slgq0EqtEegrAUpxdYTPOyRIxjHQbRMO2JXJCHdWXWxIBcCjTgxneR3sGBaMFBivAOQdNawVfj6khXYXjt56Rtfr0wDogvG5pGK2C5tgJ3GyfUGLy92fP75970rI+xfB297hTdaCV3tMizlOgdDA9CupRXdRfc/to0sD0KQDzDoBilvkjhJtMG1LYAwmD21IzGSCVBphuz4hVsDon0Sq67FOKwA6oAC3WhL0UIRkhWESC2lEcwoEfYbzNJ8/AcnplU7wcatR+klqpMYdDCJzF5QoZlD/lBss1AxUpd469OKhAALBBJRofMT/ooPOCOo+4FPwYgwcBG2emktevrAYcbXGBXcxcdR2aBvdZAKPKmkzkR8vAuSxiZbc5Yzz18mhfWDdAqI3v6Pl+o0BdPMRbhXhVxJLkDv4MaPq+nK3HkmfEfSeN3hb4nLRV4T+72zBA+swSpJVOZzxhUQTxzKePnikZogAoyroSNgBeRH8gRkkjnBKAhclvKRIhJwsMOolIlnhYoDYsmT+6/EjCWYMWEqbUw3a0lZ3ebAS34YdIbvBdO95oxXXxYueAgZ0m5UsdTFu/ST4KRcf1K/xibQSMWrZkrn7YKzjR2QES50NTFJUkitRSjlAFAa6TBDisokhJ3hLCFRVQRapOceD5Y7HBR++AyB4cghOWSOakHEBkKchAwPXeglh19t9fviovNFnmIL8dAD9uet9AHrhc1vA304kSfCk3MFf5y53i1vvf383Ji6XABR7mLI4IxVxMBCfOcte6GrDLtEeTBfSmJqCDtquqmPWqlbQQSsSgCKBZ1OfhPo4Soa3Bkuo+mBaaXWjsQaDRlvZeUqlbUum6Am79V01kHQ0/nCu8UcXzz5s7z0oen6CBP22ZYOXiNNSqBoICgVQ7ygrEsIwaIs+QBOULDbIgkA3ix4fkMELmDlC812WRz0zUJeGXUe5e0UvChFmqn1X9o2MhB1sYnKhatuZCwDd24vdUXZvh5+g7frh/WA8z1XpSfj5uwDo1c9rBYqntUzV0waE/rU7afZ23XXu0rqV/nnhfm0SpMMeUDOrhmNWYzByo9s+XP1BAbNU26gywlVJ2zDgPL4Rf+UoRR+Y1jsnCVzU+pcEJevDCpDN2/EjJ6GONZtWErmBeSOEZyTZXCGfetEZCWJdtBKJeswarhDUo4g3PWZY/GmXpdPPEm+eLouAU/J3wcoBLSQD4ic/GDt4nQnz4WASsmyAHvzk5Dpm7RB5ObOZiqBQSkCJJvLCCtZGogg96kJk2Oc29dvZoDrwtti2Y8fNCUDLyWHh5h51VK7WS3D5dhJxrA7GszB0g6P3HOh5fRYAvTJ+q812IOj2vtNLvAdAb37s2UhVd5Cy4ykEijZpYi+9MI9CoWp6FpQ9x7YrR4zcdQ6TAijS9JCwF/WnlBpB4OE8e/pylzdk/hsExdhJSttePFjcNq5BDGdOjunirvy5W4eORkHQhYDOcVDtyWWSD/LUDmw4RKozq2nY1hA+0ZKrlyQGg3zSrlVEYfExMDfAB+QET210mUXLWrVf5NFr8saGwYQ86lbKEF4u2AlHJvAqusS6NTTsS6tw6j5ssrHjyf6cAXSn1tmwV6Wfyklsutr2J5HE9h7PBNG/FEevH+O99QWgur43AGVBlHfexoHvMYZv4LW8op7hwp2rlfb9OTbVeDVPzAnJU1UdprE/n8Js1Rhg7KGA1rHYyUECl7WzysIq6fPaX+BAPOUh8O/1afVIzP2GCy+Bo3dDymsEhda54OEC5PaO/0DBeszLhJDx32L8IrCUW+XAnzzKobD3iUFzXnIlgReAICLNpuS7SRZznewnaWXFD4MEqZCigxZslRgf/SETB3mY5BQBOk2VWXuoWkmHcUduMjS4mnoHYWYNMUdu5Tbjtj4JU3NpFYAuQbFv4aZ/v41NV094GnHsH4xngujNp3m1PguAXmvj/WiS2RxS348D7yBgbBZHPZZbjruh7G6JJaouSfVtQzXdeYqJsF3KQRJO5OX2fMdm6hHU56ZO7xsPrqh4ItJLZfE6HGiOtA1PkapOeEmBy40cffJy00YYySK3j1uwhY5auDr4LvEm5mjA1w6C1xAMCT2L90YyTskzd6HSnnp7fr4l+bmBVogLApMQbQkOFsft4mKVtYAZBnzvhXy2TPllueLBLMmyYwgWHL59MObJE24NIebaRa5hAdL2pW3fpqVY6ioEpSLzuKQx7eRcDSbHrOHsSWy6gsu9h0+POIk8vgB0fvlXzcJfIZKBMa/fK55u/3J3Wyf9dI2zjM10Q6tnXsTj5etNF2l0PlXzkxS9cnwj/YSJkT5fc5UjV1p949pWxPMBIgUEbfRlIvfJ7RHomfAgFrwy5z7rUTBtFTpGmidtZpIGPFjexPp021DdodcnT4cwNTZlVdSixe/l/cQEClTrysPgBx4UyZ1w5JGkrkPaE+el338xygxwP/ISU3ok7INLFjXlNgQG44AgN3BytwRKyMqX7GRfxIFphINdVuT0b47djbO2pIUwKhsANkohhdr2Fi1cKWEzO3rQ5aB0WGvZ1Wm+1uun52LTxU0X073750C/APTauuHzOTfKIDceT76xfdbmTVzOnUdpIFjrEgzbLPqFisA64p3/hb8VUkyyGnSQt5fK2J1r1FROIjr19cjtF+OrlQxbMUCWpHQjSl6K77DNKflIGn2SWwt7/rWsmZs+S3yK8dHVWbaRndpNDJojIiDTRdbWP5SgFeJNstDzGCSbTNCzcMYN010tY2KJbkFsXDyFPCBsrZE/Yx8J/TuoWA9BUFE+S4xpgr0LiVCNQXFpMh7D7ShvKx3YA0kzkgiDDpNctgov5c3OmMWmliHBLAsUqBDgz4ntC/pxxpVOr9Ft62rGM5YLu7fdNs4lpWU562zBdDe8uJgJfgHo6+TsduaI3ubL2eMJ+rXVMhfZmssbaheEP/eK24vwfN2VvxVGjGRCI5RFm7U0JolWQGFrzFRrnDqoWv6HUa2kxg4y9OhDBTaYKMIMkBeAhfAIG/x8lrDuiyf6hW9sOYdaQ93eKPFRaPOFh60Qk8RKzfmTU5gCpayv5rwUXYJuJaSkQiphnbH7bLZMpuHw+VB0iKFA8Pow4DIHa2mwQZXZgJ8baMQIgCYvuyNaZBYJIvNy6RXwlSDeWaMUJlzKU1lElQwV5KtOFj51VJ7V/iXrAImW2R1Ax8YwTnW1f/fiRK3Dn+7rckptOpvuXe9FfAHo/evhD2sR2D2YoF9dJwnKbQB68rA5/kUgyfkjcJ+Jcyoxf5xCUOxzMKHBdK4qFN5etQBAoRuSvQ7Sg5ykY3mqLEoHBxyZos7HS1iSCFHd5ktZJ81jkehn6xdPhiLMO1AH2MiIwPGx/ZUoa1Fty1Uipn6z4C/6ZHJc4VY3LJN2iJcu/vnZgPPQfuXBVpSzh0NEMGp89MbItWVo8DkY5zGI5C3a6xBAqImDQ3LVNBKkOpRGYqZ6bNXL5bg8AODKU6YLdgWZ2vWVdgZQ96oz2BblO8ntW+GwfYzby6xqOTl8Vx5+Ldb5AtC71qOf0vJy9liCfn2dXDJvS+EvTyVVD/yUbJz6dGwOFe2PQugBM86RQ3isZhZ17tbwtIACSLkI7bdLHqj1L1VXTlQLdUZWOOKsLASXMNXiEaggj1uf6OSTdyZua5HWQrxiTL7ND/XjPxxyOiynPQ1JTKn4qZw5eMep0pSMhTXofGfnEVVtcXPNwb8Hjf6BS7ARvFq0eAz5CvAIQD8p1chPAgRa9Ofk/yOzdgxmYlOw4OlkCYIKgPpWA5oM4qZTgF3Keg0F7rPOwFGZhkYfcxMJu4+2r3nnWr+7s3dq+7XeevjuoBN+AejN69GP5z3kzpvXfMltG2vdRDqz2+a20d7PSebklEiTWkK2ixgSlSi4HNFxTn4w/XLdlIE/YwWAABqCACi1eKpK4QGMkVTLybRyQ3IhNWwS4II7B7QlYJS8PtLybN6dSiLBjAevteE+GWrcbSY3aQBppjsIXst7kwPsrVtqlBrMTZVJHnQCzk8kx4SIHtIE2mj3w8EmiNZFyCBnDig42ghI+OkcHZAwRxExwYs9ghAUXXj5mgMvnTmfSijiLxnUUYgTptaXV2mvVm/vpDmO2Oc6S9qdS+ZWbabV2bjjAN5JJ/wC0JvWo5/LTwHQuc7aN9aSxnS2dNAZdduft/oU4XGsgdwTyamOGO/UvAr/zrWZHY/TttZLPbrwcpRGyoZg7MjBPoyTz7Skw/QJ3cZhQIY+k+8zRS45ObfGlGYqvz7UsSCF99vYDwc4Sh6+DECpH2KCO+ks5aDzMwPiUElLJR4NAg2Sok6MKomcoI7HyOszmx3Lh9jmEiwUmTKkZagPj9kD9OE9enODfHA2FDoddQanxHpkJ8mlydmgsnRdim6RXjPkLBRekFxAkyZy6+XLHGfCiuwudvkFQvtN59oJZ/Vt7zuAD3QrvgD02nr0k3gPO/6OlF/vuvjm52zpUrtx0bQc17c2VVAMdbJjVBl8shlAJXr01yutPEpd0pUA25WutzV7bHqEfZIASmoOk08d0Rvl3CH9EzAD2RQeOo1R6DCOaTM+Npy59ZGGfyNGYTYnnSqTJW5mlaCA4bfgF2JL9QmOhqwcgQfEr/BgIlrg+eVGgfypb/QZG0iwmmqfHy375CpYQVGT75TVZckFAkTuIrgNNrByrZZG3O24hsqSpF9nLqq6E68rWkf2jFCDDtoo10oR+pZzyRKPAAcqxXlv75+p3Z1+pKzzeNcBfLBb8QWgF9bDn8E72PGrr/EGNN3dWBcRvOkvrX7ea0aNO5Lo5c3Ys88jsxcAGlOhGfwMoNPzgavE9ivU6wL16IOPmV6dDC0hvsnABuJmVTJDiWUQ8EAuLcQw9nhkDZYJgr0xbLDM5tb+ncCOf4aD3bbSrTEwSLMNFiz0MJzgbEwYswkHD2U2nfFGjZZQKrk+KgEnnk2//zKcOLA68Y6Si+QKHnJ2ApouQODO4FutWb4SiH9itreofYfAn3xX0DBQL/hGsy/reBC6iZWiBrA8UqoTKkCV1jBTE51bDtWBvkvPBJXnPL5aVHzl8GzPxYPdii8Affp6Bzt+sUlueZbdjdUuwGchfPugaRvWaV5ziiDaTwigbIuCBVqWV3etGzBNL0eoNCVvnEvo5ZIIFRWJWaC0kI6TA0mLMZeK5MzDgMMY5REtFdzUQb2Duu7Wfs5m1T8xAVm53jjIfb2qAS+X3JyMpu+C4CFkB2VgB6zwyRrvwB09sPuErrzFW7IEkeFhs6V/6FrJrpjgYGOcM/8cgqQYQS41IFvAwzh5gUGVjqk0aAU2ysUooHlEPZmiNgdrAKWWCIUSRl5ada/VshMB1EVSfwZAz938AIC+c30B6FPXO9jx0/X0pjh2H0B1/9wMoPO/VTFkmo/LHUCLat1yPF6V54+LHF7VldXxGKDmgIc+BMeSKvBPgNUD3jwyQDmRkhpGiIlWr9IVDiGgTcowWmvUGwzZx8M2NU+sNSAXnMWXzSH7vQkiaARRKwRhcS4SdkokNUCsKQoCS9Y/NOnQzna0jHjdtp76yZYNFQxPiRaDjQMq2nIBzKg9Q34eZeyiBMwRlXIAqXYfKZGgWtyA0GW+g5CgUh221U/LmRCyZURTBHHBTvb0lDySwj9lfQHor12r7XBbJXX3Xjp3OZ4lcZzQjufXXRZWsX8bghblmEK3vqx1GzTxLpHFUXowgLYErEQJtLCPlCS4LMdoyHE5COQ5iDerHYiEfyZIHMk6JbRGYCm/OseSwSeqTdr1rXhS1GTn2+UF2APyW9Vk64GLRhAAKkBovrdqn+DvENX/vMGua2xIO6DZ/HuHoGci7K4b4CRTV8P3BDa9tcgSMK6m1Rly5RuPjdfOTt2kpGdNfS64A2jttSPS4UpL4PdDyO7xcdJZPyHR7x2Sp3RxH03pvwD03evhakpnVY7j2827oAWLyxTo2JwRar38oH1hRL0DpojKHAUcmZSxLaoE+Q7O+tCsY0uR/SIQ50F2cZAJ8ZyCzwkHgoTOIaCFHhyo03wiRKCuAxh8deAFsjzPNsSYAgTqVhmmnGYo9I5ZEnQVsEcijhooAs0NJCCYHAYPxT3nG/tzSBAngV3FypxTHg8xuzDAuWLfIPS3XaoY0gE0Q18ebnESgg7egkKR6NaaoovwJgbXiPpKVbW8dHATo74jdL2KFqrLceKH8HJcm9SXgu60yzen5ooY8pmdrI/sYe17APS9IzBfAPrwuu2j36GvEY3U5vLt9ssop9bK8nrdnuVSDWjzHk+3oXI3iaC1xaQE0LoG56OGIZR/bFRo+WeCDDliUEMr8KpMKHmbYbCCWvAai6GOSaedUYWcWOou5YRC5XyorbrIG3nGFSNUQBHq+QKg1g0YbTcEvoOj/cQ2+zbaGPGW6TpLsQ4i94hIJdBaNqkMa4GCsyZg2vD5MPWB1tb2Cf9pIv6of0qoaQYoCphgB4+RzaKTubARUMtWcoVJ1WgAykE1FaahnAL0mI4KlvzJqDojYHSMJF5oobMud+RuCLK6cbZT2p62cVQ5+6vJ28X1eB/4GetTA+htH/3M4lSuR3+shnfKj78lhX+br7hTxai3sy+9h80W3W7D8WQsVJuttH2fwRlCO0UdkSjMA/FxONPFVIJkfxLBRTZjS2/GjikAlQRhfQWBhePOqw4R7XTsErfQzeFE+zYzd6CsSqQDfx7WMYGhRuAUhscnCCqoOGibBOM10GeC6lDJb6BdbcbwyQUd4FFPdv3u+i3qo+akzKsqAwPK2BD1Ny5YaNkFgVM4djC6rKiqSHiJLnkmHsJOcGS6rn2jUR1eCzikrTREsnxSPTtmMoBWNpVQSl0R666HIIt7bHeyVgsWO/eRhPA9TMQnrM8MoLd99P1OSn2sk+ZM98jYMDxvecm5Z/nIt7/eZccOoHO3qIUKxOUOzqOyogulI3BwIAgK5wZ0CbwkzFViPHZjc26bHsRQxJ8JnajWRihxgUYGfQs7B5stMsWDjHFroEvKmpJz2WY6iQfM5ONGnM6Az2ScQDFjV5Y3maPi9KdpLkqX/sP5AfP9W7X832v1X27+/aMfJPbOEG0xDpcyzw/Cw6UD18fKoSP5cgOuX+ReVFXjrJo9MQCFCgJFDqPSiEcWrFVcZhzZLAzoLdI8pqS63LLXN/75exx7+b72uOShXPwpVdTH12cG0Js++nlYd1OtHMfu5Pp2+1e/KOTfCb3nrs4tqVK50bXz7MLl+NiUdEobSimx29Jl+DOmiHnQopPO01h0UGm7XDG4hFtQAlgGeZBCjtapA+dsAcdeVFloyYOnmCB7gkLblILT0RyjTWFF4hw4lDmwymdR3JRA2KYI5bYSJLI6od8LeDg7GMynutXI/e++bHAQRQZX4eDlc/LRQ3zA0aG4UAtmZFXUpdS8iFDuxDyRzq6X5iyIr13yjRYQqGKI3BKZc8C4s+iUBiE4L07NcWyNgLPX/wsRQj9+JTURk5vOwmnB9QtAVy//0QC030m1ahYqiOtH35h8tAB0kXHfDL16v/39c6LXrCzNWSRMCw6FHjdVTTzoTEMdT091ew5tUhRv6vijkRNShWe8DU0ycm67A/8kp7dg4ydrF1FkKDSYn2NQwUiDg4c3gC67Vjkp/em98dm29NRwCr6lphxXAsMRpvV4SomF94ToB+hfogwK8csznaTfIomfuZ/t05JfXDL0IoGo9eixOTNINAqdroKZ9+MbqBjggTIEBRIirCz8eWpteI0DxkojglJbh15H3it945XHFHPqoxvzvr9ewr9wxqaO/6QJcQOj6fS4fKXw65f/aCn8BKBZ98/YvYce+uKaKOc4x643Qm97sVMbkFYUaG5zrdnVdvVc7R8ZRaKpwPYBJz+pV58qBk34wwy5nlR7bIGBewg6QZMc8+dDxiT0mGYEHaD+E8DUjmWVPaMOCvCd8n0X3AFcxBEj2462kE12HgpPCdOGGEvS0icD1uYVD0qOJKioxAIENsl+ozHRm97S5cfOrIBNr+lpKPZL1wShnIMdKBcPKoSEoiHZg6ctS6RtNb9FDse7HIMHZELmlYE3AAAgAElEQVSAC5MQhRzQ8a206BNfOcvf4A4zTyCAgudGGj5q5Ul7TJSen/b92DqTGzHlneNz0SdRn67VyOq9BYGvJtLq5X/K6y9Vka589FMKnzt+dhB76ItrGXd3id25Qyk7z9jrRQvgXT4jqSczXBYdRcozOGem1YqxR44b9WTtCOsjcP0oCaHt/MnQE+SWKNHNQHhD/Ikn6qdZjqvAGlQsIFS+4i3BcVyQsQ3AW4xgugDJngIpJZc05KSkr2OZQLCY2GcG9o5Ujgl/OncwGdYVfoDnuVuwd9S7gg6d7gA9TIgMGRXBP9HVewGa/YLVfi1qBMALRS59tcqHLfgZjDUBekwF/LLCr1qb68lqI0kyjeCRLCTiY25NxqKSxg02k9I1dJKt0iYLjN9CDwTd//O+P2bGrePGpXhlX3Q+zFg1kThz3E7Y2dNzhkv6ThrTu9anBNC1KtJtE5hjr4E25tr44Bd3RoC7L/XoOPMm9pG3vY0Zz4mM7BZNzzpqKqfwvzRRYGshUeSxzYCOx2m8qYDiAnUf6xATBib9kWLKlhVQyP9EOOEKvq2KowMKcRi053G3nNGM1MzLEnJ6r07yg2AmFNXA+JeDyuhSHsg2vAIFc3yYOHkJog6HzfCnvDW8LzRQDARDY0ZHazgF0N8k/iRtiaMDqCAPg4XRBoolmHYfEJByJhe8JC1zopFUVBFZMvEAO8EIDftMs5YwolOYyAipmrmjdPrWhGoqTKZjYOevsJpaak/AGhOvBatlHTWuzsWlMGM+C5zQbzWCvQBi/WTbp3uVku8t6zMC6OI7veWj7/tBE55xkcE89MW1vbcPvbv2MtNbbs2nJa1+ehuLizODTN3s7dGMRJDAlSV/SmNN9LY5Bl8nYtYq3sVsJaYpJeqhBShaD47cdoQ7cN1gw2FpSHyINkJeAoK/MOg0gz9AsgTy5ingBDvAHuSCLLQvMuemIiJdMOaDytkBMLwBtVGOP5TV2VZaijBDxxmVWIepJgFR65ui8z863jyP9qga8/dlnWPwxiNTT0RNCfLxLUWKFNYxAFojviymCZg18hBglp/LfxGlJuCo8uff1Mq10Zr6Ts9o61sSbFn/pBhz7fUdHaKvrRqwRLQNZF4KM7q6TW0Ifi0C/cUNo731CQH07uJlx0n2kc4NtN37Hs7k72cuwiv609wtWuzNxd4ap/mm9iI6tAcqep3saCd2q+ZPZPjpaMC4Lu9zmtJSvENFeaDxJGkgsjsHNj76ExA9ng9+Urn7DPeQJHAqYSM584chgtDpBHqhlA5jCahAtakYD39JqGEMUUBbYlAL8yaYSshxl1QeM6Qrj2PJ6L2gsUFBEJ6+Hik+pTB/l4hzs3yGV2niRWQwg7GJ+CWXL/nc5Foln4OnlPYIMwJAI1gWGUxe2PNlH1Ae9S7R2gM9uUCSPa7XbedpLEkvLZRNELCyi89cH52p5XZrxI66mkTeMWC41mQY23hULldqoL+4YbS3PiGAPnwZOzJXOffou+VBd1bbxedC0CUx6W1zqV+8rwV+6s+ytlVr9q1Kf3zb1oEnL9syLqsW8l80jQZUJq1Jai06JhbGSgyRXuIQx5O4cmIQGUnDMTqUaYIcDtAFslGCpwGqdCVi1DB6gUkDtScJbGIc1XAHOnsSSAYBUsStoOZ4NJ2CDfAYOaxaQwKpiKgEnalz513EXFMO9nfFTxA/Ter9Olw+4hFqBwV16iDBumelAxdLn1hwpg11IIMWYaR8mNA8QFNJPV0gFciBCoSgi72BLSQ4HKmTgFi1qGDTBJTTBf00aLz7eDH6ZEl+LNe68L+2YbS3vgD09se10s/+RfCOguj5u54H0B115SUJb20N2wG037O0BoFPcx+sP++sjzc/d7+N04DVqcOG4BkYLaygYq5dghyP2Uqa2xUIM1Mlnr0dmyXE9BBVw/FzOMMHq30hKPwimcxQgcrAT/geYWpK1aOyk5fxPgVwxCWp9xJVgZykYddh6GIiBjOgGGyirRoUTOERIlEZAWb4HeVBJfzMEVwJesBDGQvjmSO48qgDG5gFethnwseYA5yU1wrkLsntgb4f8hPcS6CRei24znG7NV7zlHnHUoKXp7SmVgBoXiZGc01eLT7e5qjg/uN1LHXVT3rs7Pyi9QkB9ME8oD9q/yI49cKvP+mFq+jZFP6tbdBN0t5JeNvO1HJKCvdstX6vTw/lu3FzFo7j28KVsdVANSjU8U00kdBw52spJQozTAgzJVykUx2E7QcKeyAS9JRhoqMZCm9sjiN+jHCJgNU4Wu+Jzk1ZDUETBaSSlVeB3w8iTPp6BrWL9749w6As+8gWkzy7U04qVEMlEI0F7yP8o8ugu4sfa3UEv4QOPAvdkr/D3MgZ1Jpp+ofBTTTPIWaF2JNkeEwaCZ7CSGkcI6J8XHhg7IGheV6v19g0Npx11mpDnrbZm9YQYkakI6XOu+eB49Ufwle4go6/smG0tz4hgD6WB8z7Yu8iuGBjXnvaixvsXBNp8eiFalin9ne8m99X133oD2JFLLZiY12JhL5pO2Csy1H/sUk8gbg5wht+GFBeg0883zshT2LJwlonjiX/z0aKi2C+qICcCRERgOLY5y8F4wy18uF5hwAJGnc5qS1zACM0AI/RuJAQFjPe0E8OLH1iyLs9CWn2sEmy8vqekqGMSzGSFBjg/pZZPEq9BSUNFEeqTgzBc09+X7qfOm+dRPzUK8RHmHym/hLo8PQLLEBVRPzWyucsnx/lR3LamUQ/JqgUSGIxBJb+i07Kr1J4uZKiSwVXmTBTOB84XsuzdcfDPsL6jAD6UB6wqjGefM0tBVnOA/W1vfdJirO6wxka0946TsSqln0vrWE34cSR/VYGrGByrgGckjjKp57eFFLzwkE/uBxLMGI9VSNLpBYF/1rp7AlyYaCwXQoGBw4CdS4cPEigFhIlMF5WBGApNVEKKtamsoz4FEEowlFO3o9sFhsMN9kIBr6n9PxBEk5I1/U6qB/kRQa0T+D8iba9FcwVsKUT5V3A9M+YU4KviYSbieIeOSjRwkPJIMC2SL6h6FECjhwfAoDGgMEifEulS3OB7TCyNu3kgfIlRdRf9vZ7dpTpCqE2fsZqf3SeBssFGUMYjeN0svduWh8uM795fUoAfSQPuFzaafz45UR6/8l2a2yfaCtXt0uk3129cdrLnxupxeX7GLXXCT0IOUFlc++pETon/VUpKridfnXwoWOyXSLrrrnJTYIdhYjPQgOIyBdpVG6Np3K9hERHzLP4DgI2QrWysAiAWgCrdZETSh6ERVT5AvyT4a4EX87BO7af8GTGD9B5GhROnDE+ZwPFKAepZovGPd6FjcNvQ/1cLLmGYDqB+kgI1eUvMUBImdbDuMQheg/MuAPNrnBxHWntXqa6uIoq4ZIYLPVeY1zQ4CfpxjKi52QPEZ7Hm+G5vqMqGcCFo6KRxlzjPXPNy/UPjD11fU4AfWBdLu3saCLpOs1nNk/0jr5itwPZBdCTN0iCKCv+ZVOsP33zYAUWCoscq7ovFR+ba5LGGrDWQSQjaOeCHRACgSYvoaiHWxk86Sw8QeTAyxFGINmWYGlTI9WyJwzFEcTAWjnDJrIwgQ/WpsQxeBPgZgc89KiuBh13Vx8kedHqiZ8ZuGo8JpEkBG2m8UvS6D8kzLy4nJGQ3GOgHZ07TGZGTy1Q3IZPDLDKzCCwBEpmJzigWaWXWBcvqlooH1hQ1epc17BIEOScb4QWHjYB7OW2IxwUDj1SSrT4QN5+OeFwfnRcfP/7+wLQW9dlpBuPp2nO2z7srp7oPcy2Y2ucLhvwl1flNKZC5SLdb+WHsfa3pSN+4Pixss9GQUBSX5KLicN7qLzKMfQAUPiZQdwHrQeME8LAEzU5DsegXpcmLUuK0486kM8qALSBkLxbKDvRcFlSdYzSO+T0wRtrUNj0xMdkTDCDMxp+oj0vj3IZQW0SuIyBVpU2mOaa5Pea8T8BSV8S/lqIfgbLtLs6qvc5GMdhjDPiugOmL74aMswyLYmRy4MGkamUzSsksvnMtlKkBwgKOjPpvXfiVW8Z19Aj/oIi+unuB7KyC4iBJVUbvUWa/uOsJ7y/LwC9eV3+tOdcegcsN1HpPv/9gXfUHrrQ/Ty7WhOfWmaprEq1p/WH1myqFN896qGMpCtFE3Ib3oM9OKIgnW/RydGxeh1JJ7EIjHZbgYldJEkwIPAEgwzQFCmrnHxo30eBB/TnMb+Emt7BF2iJ4KE0EnEwMIalh+1+6JAPgVhowECUpPoBrp9GHjH5hAxNb+Q6PN0Bqz/NwM5Mf6CXxrEBuYygFmrlujRASRX010gJUMEwUtEpk432HrhLTqlkaB2VzsPjRVT9NiPNkPqOPdK6Rf9dJ/WuUXcNNvdp6xTIClFuCuCjV7/6cdmRbvhI6xms0i8AvX1djvcnf5dLBc+TJ3rfcNo0ZXq19dTUQY5IunByxm2Y3KpcerO2pwr167RCiv57pMdjIEGeJmNjhd6dR96NhB7NfWSXgrSCRxCplFwalrqzBrJk1zTRVStmtogV0VURzw2CobA2T5wxglHFwGFNmpgLigZIaPQnk6QVRvJhoCX66MGVGqxJEqM6JZ2Seu+MI6AO3Yd+H05vR8XhOiC/g0Q1nP4Vc+9w9wvR9Ng2FkFSKx+wQ/PO2UzhY8Tz+rmCSA/5aSj8pQiADQqf+uWi9BxVMXm68solTacpkdIf1QWrpLEnSeg0nuwqmMLItRWdfCQsaf1DJch/pLmh1XrKXNMXgN6+rhZMHhArvHKHay+pP78egXainZwpMp8hO7/56TLEOLYBk1SPrUKKahqMyzAciCAyVzXE5XA7TMkKldBGjGBnUrAlZBQYS1mCJTcPKYGGSAkoVkFHTtdTJU/iJKU6VuSWkV3kEgU5nZF0HWUCg3lNpOUtvMQfUXCVchmo1jKBNyHI/YeFqp31DtPyVxHS3AqhL/SgNxphrm4aHCZbUfJship05ZMw2+DDkDgcrfk8NkUOBUXk7iSGOZKRWGSZGHZFETS2h0zc31FNsfSW2a/9wjX+mFnhxiWZlOG1Yce6LHTX+im10/cFL219AejN64aCyen3fjVL2L9Dn7O8qUZz/Uo6uScgc1NvjtWztib9oiw66+S28BTZNoj0gpGFRo2oeBZM12dyPaPma3AJgXoPJEAs6pqowDUROsSAoajMOSwjEtlTOsHHeh4Tf7aS4FMhQZXEoRE+x8ZEFz0s7QbTAUaTcwPyaRx1UlVH7P1hAkP8F/4gQWuo54Frxs5bRpiekMKfey/DsC0QuCwgCHVj+YyoKgiBP8qgOihPYYKzaG7BQVzMYkBZCzJLOUSWSWFy7Bdlm0Z6bwTgybNVTV9q0wznZ7rgde5sYtQDyAjORY2U+hyoitt0T9j7Aern1E6/APSnrgcLJlf3wt4dThTqbnlnF+7Y8JPC4kXFO9YJP3miq/ihH5+pQgotZhglcziJ3o6cSYpUc0KvIjLYyGr+kI5UUXLOYpKz+8aZ4KFbIjGLKk3WlhnKM4MEDgmRQI1mMG8SKwaIcFVXJKIEeGCfnf2pA1J7jIxy/pvD9Nkj2jTNEOTQ1UitxIzDRQA194Dimfx8Gzo+tgbUi+drxAB2EgoecAIs4CMM/deixIt8ODQ8nbfAyNhevyQMxQJlnVxooBYz8+CXcgh9i/BKRgxe3un89XmRuKjMrG7kqVo0TupeVzbwmQ39agT9SuF/5nr4076ajZwNW+sNkeXCV+kagKopDiSRT4edRnrg7vJIpwopmrpNgIcZo7JJEYHI/3tiIktlWo/FOc4S+yVvQLZRfTpUK6FWScuzQnW0PnsaBysBJCA2xOzJOY2E3gDVuwGFvADkhJgbzJVpZUcdepgAJXrwSowWwaBqgWeHJDoj24XJnZ3hco2bt5Uuz2Xwi+eyw17n6gaEHehqMj0TILLx4EOTEek/5PXAW/LmuxsGP01N4pEWUOVlwIXJR/mMLmISY3i0jXIfTNpux1P1HL2ZtdG5A9CrRceJ2nG3aM8zgO2W9dVE+onrKfH+bWsaDR6vvGQLVG9M4VV0kXS97bT9JN+0+yo90BAABRWfQHqksgmb+llPd21Ne0AnVZtThuFEjtlKHj4A8Iyn+jwONic5OXfE14BNqGPzZzBUrmCZAIK+dEsz0LSLBgEnoQlxp1XJEEFcia5iodYfZhTd0EWXhyUohRSt2jAhD3ZTyLkCtQtB5Owlso+ffD/DGWBevVALntXQZOeeZjnH7+EInSgCg9nMucAw4JfH9DvVOJdaSlp+gZ41zFbAc0IfaUu92H7JVbkRVVtLu/tsb19M23M2X1z8Weslv6Sz7+WnHbUvGtPPW9vt8sLLY3+pawR51WI83pLqdwA9HjuALn86DYWe9ln5YE3H2rwnaIYUlu4eNrVROklj4QluBQiIUfhYcYidRRKO6iZ11ahybg0MPbVMIKEPZojQdneuRh08LawAoAQKeRAJZeFeHwB9mDA0TffTIK7FNCF5qwh1vdEQc4ZDS/2nZA7OeYzNT20gEP7PYuYKH43pVVd30m2yyqly5nyMORySn/9uGWeaRZg839GZtHhLg1w4cB1h8lDy7HQK5Sm5mnjtc/crYKVcGOsxkKzDaKdOiCV1KT63acde4Mnd1GW1drf7+kT0GHjatF0e8f5z8lNjlS8i/U9aqzDvtUXuKfBciN/vrGbbUTciTWeek4qb2NGw/95QntrxOysGfpwkS4CgHAWUdHnSMiFvVCVH89y1LZLdw+oMXSYEhl6SzRo9uN5JAkuBDhLtqUWJwDgbiSwFZeV/GLkHaZ/zRRZUpuhAzFfeThCMCYCj3o43As1gPRbIDwVwp6xbUeghkIceVAT13qhnUiskzrojw6UqaDerawz+LTgCs0M433/Cw+Lsx9xMSS2YW9rzmu/p1BVqumsu1qTkInzddE62v6pPcnlRXZixXcxYVG4EsRGT7FBOBl+efi6Lr3etG6JsI4q8QCLvxux5nficjsU9fEg+oGzy+fUFoLeuRZj34iL3nkTnzvvRoE/H565fSXXyDrs8pe20/TUAXYwJAIUxtZfVF7mFrUVZ1yQCTqUxuNWp61kkFdTJv9nEyjHa5l4sEWA+vmmPSsDBYKob3ahCQ9CaPYEzBrBATQAMCRBaD2S1OTRrTygQpUq3JurnCSSyd9KgCyM8iVZMzg7kpvZgcnAQdFsUR8/i5xQTYqp05SrCOX1I+NEVbzjTjKKUtFs8zMgn4FTc2AqMTrgoAL9kXLkDfp3ACFI+N04K8PmgvSQ3tdE3bfRVndHllALq1PBKolgBLncRRe7561xgG9GXe0M+v1aYvmlvr47BlMTMY3EPh3c/qYn0lPUFoDevade9/Ao5baALF/HjqPbd+M/eT3dtELtM6Pbe51L4hUjuPKjaPcdSMyJj2XNUH9A5AKUpGZTlWcIryOZtpKwkaPO2zVpCLiSPavcIgCEWJqr/YESwBOsH59X4iFjpVSK9wKlCa4UDBqHAT4UMu0Bzig6M/A5z9BFCIwbiQg6FQ0qVqq0l2vw6N3VhNW0nna7fpNwcHMXtKFekaP0efiq1MxG/p5ugPTe4UAv1PIKiPd4r5mB7N8sZD79nxO8BSiHyXlkIMM7KD+LYFTRH/VqoSKwzCqwys4sUaXnFfdJJRqsL81wep8BBpfjnZtOdc6CZt+dxLiKcQ7878PSjj4Au1heA3r4e19y+dy2w+tymw4SlyiSji3Du8et17DKhJ/ffbyL1p1mpjdQuAlWoaadSFAsd0wlAUyHDWtJIea+QpYBRp0Q7JNc0hACMeQzDy9NHpq8JI4ksuQJqHbr4BnVHrTMSSwo8zmpKdqCTncCng7MnSqwQFnEmQehybtpwGKdI+OYTrZjhAEIwtr7I0yV3ieCkxCl9IrzpHctPh6Eokk35npRvsERSzlLJiyzaTybABxp+JvTLVLgfaHYaYY9H501Mb/LXlqjXUmU+Anahn2zl0kJekvIwaDmcScVVMJQLCrntKZP9q22/9p2OXXtbqUy8KJJCWukNnwi3V7dT08U99u24UvfeAeC7QPGji5DM6wtA718/och9fQONR03hcVS2G/NcEHCBEn1CY1o+TaeCtgCn5ft0C++063mYtKfwGE5BwyikchyhFIKZTxxdSF0EO7dxXKS8XSoejRjKhaoOqUBioDMy7eKsIeoO9JGXaCoKXKJrD6JT1sZUkVAOQuuoBMxpsEBbdpLee4gRD9RqNrC0lCDOkbSfLveRrnSZ5JkQNELm45DSHKyu7jPQuX55Owb2BRVrZFctaWgrgGk5GxtcQI+JZsUHR22rAwyMvcSkUFEJA6SQy9glDjiEWcCC0KEH2HEmZezCmQX+HuPE6l2Zu+q3hasVJV5KVVWQSetGXV5PN81WhVFzk7Gbdp7c94KV9z96fQHo/evdKfwzrq/HZkMb84mE3mXmc9vGm/dAw7ztK/SnUSJTA9De8R2BWJSc0LB80jFtDyOxiWOf5YhpP8y2J0iRQh49QNZTgcZbGnlAtRKybEBQBta4ESoVrcUtQZdHtRISbIksAMhAWROgia8WahluS8jnD0YitT4yL9gba3ASm+LHg0RxHlM8UXJg5zHELzHvZYS89M8BUv2gqkpQLQGkXCUGmpgug1TWe5vTXb/d4oEuqHuR/Af1CyPpu4TPyconEswBzXOWBGB/BC16aFR5eR35pcEODUlrjrVQNTlzOhYwxmg0NSuPfKQOU45xijepcbAC0ErjD5V4Qcqfl83SXTryFlQvnYke4z50Zp4ai154skdf5wtAH1i7l+Tbv4HnVHgo1Yls9jYJKH2L0y4/+x5WWdkaQdWwZKp2RRjtwGZu+zRtFAUyyQxMQY8BFoJPH5lRJpc6aEn4hjH6gpYxbJUE6sDT5zg3b4aFfKQBssCipRdFUUlnCGXQuaKSNlpjcFBXDg5kJzKZAFcSdEIWDzweClxG+NUJMhlJlFFjqD2BPguZ638Pm5DUmgEKUjC69wdYDaHmukryUSFAQLnAaTAF/OBA7YpjQt32gGHWwanyhyAq7EqyZ+kCDX5vYA6HCw2quY4DZaPyMBgyguKUmw+1FqQR17PIovKB6t4O4OQIQ16m8Kq8pKLL0LtPrY2kO2CPTXeKl2NLTvZ21HFPkfm29dRq6IUne/h1vgB0tW5EwZ2P+/Zv4Fk9Rh0OqptW/dwjOJ/DX2COLn6NBQ63JkVmlNopM1T7wWj9TkGgwKMOkSHe5Bsb75D89CF5qC+hWd7ayXFIPP8OZBvaIEveHkmIQcyIBNtaSWgdOKEJJseaoBba7iJEDXTzLBUe8g69adggS7rs7GApzpEgURo0nsVsjr40OFS5QjE4nGTpV2qi639bQWVw/PGKMGuDkJRbIS88nPow1oHadAMrmQhYIdWZQNWEfLTcCNdN6P/7YDHT6qgwhTFXH7IOF9FIBfIp6BRlTCqgWqL9xKJWgDpyxisQSqFN2bOUo9q6cOSdoNaUaDS5UEmYeUJMUbJLga52y841ercKNN13Tyz3lj3+pLNy7ckef50vAF2um1HwtMxz8zdwawHgFmYS9RtWr9ycFs69wrXZpeWvsbwTT0cqajunHXfSQQv6tlPDodUB+CKc+uScPB4NRo3AhYVQOqVHkPYeVCiJXCyEk+DpCHREqqkzTvIuZw+LTzhQHNh/j4w1tc9MzhIaUPgk0O5nvg7KD5w8aUh3gJCTxHLRhhJswBxpbIR3uQ9c5Y1NS7wc1vi54zG/Ib8buTCgyGDxmkjmrUOi7X0bvsf46YCCa+/Bs4E1gFAFKU8DQ+dUkcRjul3S88TenETGzspbHayjGkrAhSLxK3irask5Znwa+GxjJ2TMdWrO2CKph/Exf5x0Wgl5elFFGd3snZuBITNIvqqkXa99sppyS5KzsUXe3HdjGXPjeirf5cKTveN1vgB0sR6/Dt3xDZzsvTOUo9uwfNcgpJ4v2F+ent9wo+f7jMRqitkXfZKqWrpgGXbKn8YgldNR6PsuLMPR3nF0gxc0Q8UueNb5DtbRnk4gkf4SMJKkaxpnBEDslhBN0nbJXSU9RycKtb6gySaLpE2YD9jC5gsQkzZNkd17CBFZdGlAAvKRrH50fSTfduDtkxK6DkBnzASebcXlTuD04Hxzqheo8+qpZ0IU8Ouye8OB5iQLCpSNcNfTwQD0rQGYGOMfMEcQNNvGZUYuGvIWJXp1Bnr9jL1lUygpST4ci0sYyAf8d12yIDQSxdeXWgAKn/haWt2aY7ft223cDBYAao46wV6nhtPYPGAul9nPn4BeQj+p1V9fT23XXniyd7zOF4DO6x3XoTu+ge1dLw4a3/x0vWmq/7pmsH3u7U63F7aEVszXho1jCzhLK5elwLgHMaeqMENgF/rkKnHWe7+YcYmQ/kVyihQSVcmAGSE5saUG2nLmgI4S2yH0YcYUKKAPjM3o4eOTMEGfsw5BoXyAjhPfDxRIMiSVDyBJQXuY6vXu4JHwItdFuotuE3Sf4IQMGzZ1k1+iogDfoQnok3pqd5idi3Y6pY5th1aD1Jw3e/k1OTQKFEfVAM2fiQIVIyXpJGc/ZIb0+O2DJxXKKz1efvsklx18alQNwTB7l4dTsmbOcEFCEuCDBvuqPtd04LWlxO+lBaCcwaXpB/F22uwtVddJzDbIpNMZLbsvp3bdJ/vzKjwtXbdvXV8Aevf6lQD6jo/xjofeZCp3T0S7AODpbVwYe7709P3xOSkpacl81Rrb1HVnZQ1dJDnDUQ8qk8MKMmaWMKq5Lbd66qhgkLxLDmPZEEGO8CTm+AtAEabl8OVU78+swRIqnBKXugG6yawa6NFX1WAmr0V9JAAjnmYemNos8PqQPNngRnBRMaeU2KqP8MVA1EhoHBwZm4a2yODng7Nul5GmPe3R93kgDTAFQ70SP4l0+kfE4JEZoKRnIMzpiYOm4Sz866mkXM4AACAASURBVOFkbxynwuSClwS1JWZFEwlyWazOICLHDBWqBi7mDqBsH9KOz+ilQUJvzdb156oDX0vXg38rrEaDdcbadeIz4crTuzo9RDx2FmlT5540kXdG2rfXfd064+5YR2OM3t/nvph13/tsXyn8q9c7APSeb2A3ZlzmQjP17sai6l0GIeepfdO7yS2YXL3l2sQiG90e7Bhqz0OintplRTN4wCRYSUzl+XsphxreHpJYY347AnojWDn4Xx014KRtCEAYQIcf43aYLkmqyg4KDzMCWy2pIah0Xm175C06KoFa4xjGIeIFdiLhhyUQ9UvGUXA92CEgbmwo2aJHUE5rhh2TGYKnzJNipdNAdOhxKtScBjf37Q004Rd42oY5BQpZHADN1MsH5SMJSTpHD3NRiIlQWgWBGZrxkN1HBTdWCM9BuQV60nIpkjtb9NYydT41tdYOHYauIrpOqfnF6VAm8vVUFnLzOWQ26fnt0WGujIxEe2Y+EzXXdKOpPHp9sEh77WfUl54/1PlI1/yrifTi9Z6S9T3fwG7MOK5++CCWn/kNVsK5PH4qFH4ml2GhbSV5R8zKzceoN+mZFaJlDCdyAix52IJByJVD0sHCuXElySjYiwdUJAFo6oibqPNEs/LEx2MACXyjTG1KNJY8EnjojdZegqUlSE7QCfWg86OsC6EQ1BUjph4HVEtTcCCTc4ocHScySzHLg+KjM1MyPhBAPTtNiBwXJCRUUg8wG2nspYE6SrC3Bz8Vuh8BgqRNx244qG7zQFGlQxBMl2tF9hKje8XWoAOpDr4krAirMCoYsHDR8wjBaRstH528YwTtHl7GaBXl2uI7fBsMxyMITmieHVvfrvVqCk2GWXXRQBKd9BKLVlhg6lmi0pu62nHTRFYMXOy7Xg+4rbbfe1h37dkrz3phn979Sl80phev95Am7vkGLsSM7d/XtZTPvIu932AL2IxMziT5VJlv5ME5BKW/Yim192f1rjBJilpaZN+IgyxR++yp+Bb/9Lc0HgMoRgFu5HlUvV8FUL4flgISkBGNqRRbnCQIgln3SFXhqvPcR1AWBXww4CPpswesHHMYOLNO+HYG9VBrYXUGxnll/ynDvxyoAzqpUTnOCSsDiEQQLY6znRL0nQW+BaYOTeaYg5o60mmoSRLgW98tSwQePYzxcEdwqODuRFUUkFPxQFiSWGXIoyzKzy9DTZXBubwbqEnnwqidF4/Ici71pcM8caZYVah0B8CVBzABaD0ffn+dNdSklnRMU2L6hMseixnUni95/j71iyrLjXzOWJM7eBNXvsZEbjd4fTTU+SLSv3i9h7b72Dew2Qq3CTFdWHsM1cVTLabazzz1ETPVlNacAXTk3OhRWZ3zA0F6IeEo6eGl3weYnIFRX5cq77/RWBEcFoxVsgVCcxFwawqfnnk8E8+MyBFZKOZrJGLUKfqYp4iWBCp02dGYgU9deauxINmFPh3cfBP6Ty5p6Maoy3oqmwgSO1CX/EGHL9vMujUDmvdI9JcsT3hhCnwaTNEr3WmY/TYkULX8ccdPmL91shK485a8AjDlIzzxODsKoRPMakoQHFAZFWwdEz30MjygYZ+pRWa24fDGIcdSSHjoUAeIZP0EAwIB2frYJZXIhIcyVWnE9ZbVHzm2Rk+WQtqscioKZAAn9vvEcZsv7/rF96vt9BMNeLdbrXYlkZfPaz61ufS+9QWgq/XzRQzWMeO8Mx7F8pPfYC1kerzBqUaPWM6r2Uz0EZoZ2fzOSatkewJVUBzR7CVhleAq59qFdtuq7FxQ5RO5OFLSzAAU4TblkHPhoSRogB1OKhQm3gMz8NQjWsRNWeIyDIQ7SNfF+sZJ+JAkSoxImFkKsJRnoq5TtMQotIgk8zcOlVLBy05gQldHwkIO+qyJSxC/B0Z7Z8llNYeJHg9NUoloYfhklNwpLzG0QaXBJKTX0Q8RvpV+wDAA3i5U9X2EJJ9XboBcL9Cjh2488nFKGxxZCSHPlVm+CmC1z71dWTh7BO89mhId9SNEEZoEhtS48WO3Y0Gnn4YsbMonVHFqG2fKkxnrOF3H+25R9oXuxWlLLppOV9j1L1pfAHp2/SNGOe9YN6iCLJFysTOegOWn/agWgF4sVaHayaZ47P+eEHj5nngzxOconFYYuyA0jBj2Qdy1nWcqnJ+X401Jpko3+Mj4R6dSC2059Edo2as4+khHCmTBpUe0WWlQcJyEAJwEfuVNPdRQYozJxUrVUTrZc0AxRYMKAZpM6GF5TknaEJpKPLQ+rIm0aN4q1ql5sKO4B2XnoOQElzaQPWnb1tRF4f8EjtSgtVCB2wzq0gAGAIicNkR00+Ez7I1DdwjWefJLgXyPKdTETB12U/JRBJCfBJJBW6DmQe6kCLJBUwnZ64fC6wrjTOhyoaBaGGLyIlk09tdhT41BlQSatVtPC8BSNj32zbhFG9Yo885sGcW4zqJ/nhDyB5Jc/twA+vKA85Y48gSVnrUzdvpRxxvMZuVHPJiplDkOOb3c82aEbDqK2ZsRxxGFRtCYtr8RfXsKuxuqu4ZuvKalvdvLU61lS8FMl5klSoQGH88mVgJKKcNVk5wZBhQlMYtEyEcBUyAqCHJEDjnSYZ5sq2BpAoIkXGDTZ8x2ugNFnNWGLjDmC/bEF2nIFiNBg4fNPZX0DYY16XSJWLDJSqGiylZPhOAcwVF+C4+2lLxT3BvvFRPzFkx+zms6qBxTrT/KCzgXdZ4Iv0iAGRQmWyOiTfn/2r5PVbOWiwGKzbFxkvRbLQqImQ2mQHoDP3mWpPkz9fWg3x/z/dI0ZdcOL3PVWv9sfXglV41rbZm9EPQnhIU/75WurU8NoC/Xbb3/e775EbcI3mnqvMLkefL57MNxF9Xj1YT9AoAymWZZbW5E6IPnEsH8G03DfhOojlNRTZsVEB4BFiLkROedZxfUzUhivt5TafZwPwL/UjJsUvkhJySw6NjOR0CWOCQuWBkxFQ4MY9cc+sQlM7ZD6AfKk5WcHgVMDDapSPNyNAmEURcREEbaNhljYbA8+ACbpxD7fZ0VJA8cvoIlO8xLBOVAOXCQWeqUKfw9kLggHy/CQfD5YSwyHCJ1qLoOsoMyiqcsQKFVB+U+MT1AokI0aKzxf0iulXdGKz5FUUxeAUPRMhSopdwdZa6YzZOGQUxtALrYDNs6fMvVa7O/ah7KVLIZN7vi5QfqF7zSlfWZAfTll7FH4skbd8b1u53pR41jHS+bNqi8Ls7iWFdwd1pbrdSPbDOEfPadEkEjTh3nN90heTGcollh5YxRIj0cnRXmoaiNwkKEGMysn5oXqIGC0W6UeA7ctkMgRkQKvEWNozHuWTLyZtwZ+fggoEpKVbQ2SQTpoczpB9LSMcK+ZHUOBFCY4nkM6sPkfqB0HfJ6ODQtLYgNOLDy/iVCpQ4Khq7AVTXwf/PK24e9nkSPSjkChOFNJKj1DQDbqv0ijCKg9AqeK+vVCBsZLiZ231COTawUS6RJUu7YEFT1mBh0Jk6FoTAN32eUPzleO2rGrpaq0wz9Ymv1C2ZdEZsI93wRTeH17Wx2xc/rIXwUyeVPDKCvL6Q8VOu+aWfcgP3n+lHNXO7SoCcLY/DS1UD1zIs1Mg2FOMfObFE/iHWJYH7FZXNi04ZQaUsGUSkQ8VDN6zJrbY4ayS0CTg5lSnjm4MyWm5uyBKAUh8KY03ikMElitwkdf4E/mtCh/uigj4/ibUnGpIQKKGw7fEIujZ77uo0EQWdqkjjoNtdiDEikFmm8X1LoKYeMphqF+wRtBI0xiMoYtVPvwRiVyLWb/o7oeKF4EOXFSatFXEr2ARSlrIfUNDRU+xwDdFURoCZwoOALrcyu7hKg7SR8ef9/e9/aJCmSXdnSrKarMiMCbGy3+eQ2tm1u2pVRJiutSqP8/79suededxxwCCCJDCDOMWk6KzMCcB6H+zxX49i3m/IxtEGR6vOJ7quvSxurlc8FWU5dg5/eqoNBmlb2OzFF61XwwgT6+FTew/Ywh/sn8lH3OLpEk7mooWEfY4yrer7qNoaAa6V6viFE0NEu6dTl13WYn4Mv1lYEI4+9ON0YsxlCemECRSUSTI2pKFmUW/OPhkDfMGEeNI/p9NrrWdYIfMp8OifdPddrdb19k87KN6lVd7/rtCbpnGxo8fq7ZtobA7WhvvL9ratX9/37Vco3b9LLL9kpJ/r430UvJBYwqTK0xFC/lTCR4RtLgv5a3FAY+j1OS/omA5RK8FyBtDkMZDFa0ZQA1Stx0a8yeU5KYGHhQ4kA06CF+qVWzEm1LF5yYplrmX0o8YUMKOxQqYGqYIODUnuxb6jeFdB9ycbhO1H0IpK0Xnntaxhv2XgNkEAfSKB3eC5/t825B+cc+noDGzXxEJ90oRKmym5FY5Z4qCrzyYW31I8MLYIh65AeSVoHY6XbwU+EX1sgu1Ehy1FFS1VSzA3PvP/+TdxSabiRoSGFdm5bAyOUlUst19GK/lKlmktp4WxI703KQ6XMqoQeM0aONMbhpbh9a1xtUS0tL9++tZqf4qK/Swa+uGLuiEetlv7per20VU1STtX43Q1pShWsVLg23jtGJdmfrRtUgp3XAtUGtQzma/6nLDB7FIankzouqUOQNiaJtIrcVaFjjkrREaiuVwlIOAcxUFXuBJ+VUuTgVfTFWrqw/gJuvyxYSTa9Z2rEq514+J36tHBv2QtQedQGF9feCuxjz3x7X+4lMvl1eGECfaQL3/VVl3SPzboHZ3H/6hCvRzU7CkF9EBwd24rT/LlOjfcizySZY5/UC8b6l3Qj8jgW9ntN8lq/jEpXXEsYss5qZbRnpoaK8kVqKy+QWFNNZysPxVDlq1bna5NNiSpVdN3DcGvs0bfvSqDFBV0+ohpViXcvKfN3CY9eRNSp+C7J828xBgoylfCmpE2w3uDc3y6tBYrhTEKYmsiSCvlKpEQgwPwt0SdpuPKqgqpOleHd9fJdmVKa1mthUAkuNPQsFrO0vN4QKJFigkJUQa/f3lDYJNL9cBFw/mSMh9UyoBwUtiUkRJr/UeFlH7Vg4oVwqMmtOsyaqHDFTk/UsLkgb5C/A/eTG/86vDCBLr/esx2UtuR4nA7ze593TPNalIc7n7cAPI9S+QIamn7L+KiCJg++gzpSIZWeH4m4XnjaYoOgTZGP5TG1pSpibYyKhMbxZx55IokRiobTTQp+PkSWHvJ0GEoKRpL4II7bZCzRJCVDj27I47srWotcQ1OS2G/4CXEK5OqhufRNBJpFdUPy7SJw/O0i/etvbyLZBMU97esJQdL3b0nf/Depuf+9+X/sSqy+ht21qFQ7nmz257eGns28FqUTid8WOJTr27tIhsiCG/tTZps0xvN3UfGTtoQbhpGI/JTXzv7KpnAagcoUvzJoJ9WazEeBBErnG+Z3Nw1idggUrZ4Qrscbq3efaFi6c1+Eq5izPnZUnfl1eGUCXepxzP74wAfKIH+3zbsH72fSw9a627m3gNpH4nNBzjwzEKezSbMiEfUsUVRflaHiKHy1p5BvbYfI4dtC6jraTvZm8Fpo41IjFS2P7+8i5F5/wIQDaXxo1EGY8P0d/Thaq1ViTKdUqsqItlI0Sd+krF1qJ2WA0g119mX1XZqJZPLw76LZLEPnG+r7jion6XWStnXpKZKII4xkkUY2v/0iA5Z+R9pJRETfpMv+HZkseZU01i+c/TeojUQ9J7xlpGxTyluvhbjR0n7aMPa7dMCC/m43dFQVQvZIvF8xB0UGO1WYR4Wro1UM5iOg+1ZfTTpSCmckiCjLf3utuHaJvBZPwW7vXtswqDh3/2Te9I+Pie0QL02gy2LeC0o0Z7Bg/m6b7ZtHqbIFuLeAtFXPCrMDvY1+qw6ZWnjaSFk0D77rdnFWnU344KrX4o9WhX1IO7ZTMTUE2TDx3GzYG7xtDP+QjJIK6Jml74pKitcvF/NowSWN7SaecWNfXi7fpRQfrVCijCdt5u9XZFpkk2JNSjuSTD8WMb7Sq1SckGjDnm/SWlWoBrGrvsmcO2XQmwgpSQLoihH179BmkrBsY+ZKxOEK8RHRoxfpZi0E/fZd9gp2K7AvlH9eZQjJpTRpgeawKzFPCxQ2VdLyJJoqokUtjrjVZIap8GqA4kzB7i5sxju0skQ7VM+Ic4OhGyGfXl6rZJixXdpQG5X2GnVlvfzym/dseG0CXYL5DsqSCOUKAg057NwArymM2bzDinfLr7e2X0tpg9UncU7R4ETHIMSZNDoHc7BOH7ZWzwRBvCrap/Jw96eH69i0aAbLWHcRSL5Vamfp811rNYDI2DU+vPsIIQFfyD6K4v16EUHNdx0ZZMHH67s0ODmJhUr9vQzxfJNfSdc81DPfL+iVlKLPKyKojbeN5dze3lS4TixQEUQV2bnCyQyk7yjOFN0SBGBloJM0IL1LdPT6XYZ2/A4tERXWk4/doF8lrapST/9+wdA4mZMi7yKZsodg5k2mOEvzUYHeVJ17FIkNZxT5O7z00IKERA+cAdmFvuPKfu9l+CpoHN1J6T0VTnBOIjl7MzzUhd9rfp8EOhfz36+zPrnehV/7os/H/SO1deKqITLZ9vN1PzzcAibpijhTBVrS2na0XDvfuf2jfViown2bpkLCvhN28/Cxi1sgUCf17DL9qLTpaCicEvNTHOxC5mGgRF0JWRr0Ra79+xvcdSmqNNH2SrIxN4gdfX9r/tFwmyjNXRoWw6jj8iozjC4FRngWqMYXtZFSp7JBHhSqIs2XpdC/YcSGhaSlHfECHb9RixpIQ4rSNN9YpiL7cWtMVKiGYOi9jHASqVO0fd7eEV9QnWkNzDbmoyxHOB4yAjeI9UtlVvuWCSao0zeDxDsLSNl5rUtAJ4FqtIietBtIIPhapy/Ja09S8QmDmgHqu32eM+6wRxigu83vk0DnYj5vzQxkZrc24x7ckkDb3Q3Ex2PbUEuxmd2iHRMLxeBciDNVoiTSbEs9eqfmaORQX5sLfwsCzakuWodAa51PKWLxZqQKKzW2oCtVIgPpZmRMGrPvBhnRhmw0SIBO8MYfvr19+/0ipqWM+NTab7AFxEdkUrIkaxqClRTO+/d3cZ2ri8jfSW7+dq1EEq94k3xRswuJGpRXFDmJx/79WiH/L3Xr0jgqGxU2RfyjEmu5oW4Iil5Q04/B9NfCiVx/IYPhZa7d9YriAslbNV77uxa/S2hBmkFdbGB3ojUiwdvSx7srlInBrUcZk+kmizmPKrACnUZiZaIdwQ/cFsSK0bh7cVblaYgWaDXb+HsYze03v08CnYsBLY47FTNT6SvLmNaryQ6+1/4qjr/p5Mrr7n/1s0krS3K0+KuWzpSFzXyDdG+lI+4iS4YQJaKR9qzHM+lCz5H+q9RxkpIYD+awDAEpVTvYOasbF5r99g2yTQ29+g+bD1pJXYAr32SsGyaDFCpGFKaquXfJ0KAoVJiu+fZF5lui9/4m04l03IgkbxobVQSbvn+X/M7V2bgPmYAnFV+QpAPXwzWXGizhaicjNhtqLFAbKuPwtDSzMSbF1X77/vZdRti/QeUZCk2otlIOl9gCyppkBhSGkDbsexGRAVUIcTE0DJ3B0PVuQzWlMlcbckurp3Wqd4yWiK7TgzQ90n96LeL9bSZocadxrXuPPch/X3fLfwFIoLPRo8Upppv3Jl5bSL/2dTz8ng/dQCFxHR+g7lHU6ivjk2n2Kg2b4ieM6tHxZiUq6lHV7Tptm7YZpMDbIXWAVZWGBwXRSqgsqeglHiTJJ+sYXoc/eIiXVoUoJMvU45tGD6CRj5T07RvkjqSWSdtOQbnyreLW2H6NCXqpRKuzcbIvYuBJvkbkkS44PJnyJJ3q743/LRp2DsSPiviLDKpDzybGtJe+ukkdgPRbShJJ1n99LxHDVGv79g6ZfX9Ffdjt+9u3Qko9xX69/i7l/hLnLHUEnLKoHKQDP7rmF7Ifh9YgaHpe8V6x8QImO+/CaDltXkJZrHSxl+H1OJBBVntdKhOq7gvUsvDl+IzsL8OO01Mk0PnIKXeOJqcf+bJc6ykNvldZbwmsmiC0rJ+Uxy/5nsr29MbepIZB+BEOo9bJ30CgUk7jO+qRJv+rg+TSHIXvCZFA2A2jjLzZvfKl2MIEbfuihMxG1Ria3yABL5mjwui8gsTbtzcpsSwv2mMZ1EcbsxNzkhHeLN5/R8m65H6Ki0zWuEFRDzp9FRj0O3rTf38rMQpKeuGtsF0IE/kXuN3v0BORAgDI3xfvorVXfSjLi/6d2OYosrpdv79J8ZJ497KldzFV3wqvVfhS249tojzJFTepLDXhJGjaYSJqoeQJcWQfqr/UAFXRVZUSCATqazekQ8tBFTpHKf0bcnNV6nc8KZVDAp2N/RJoG+3Tf8126B9zLPW938z4XnzaTLAsxsjgDja2lmnNhaomPKdtN0rnvk6jAepxapegNKg3zmec0YPDwAAfOJZV1Q5eskLGdt5IjZR0gcQQflVq+6I+0xAgrsQyg5H6XSSSpUe8RBO9fsSJVegwRkMioNCNQoWrWL8YFSzFo99EYa4x/pBHuUoo9E0KLhvzsYJKflHK2KM3iXm+X66oHLhCKl4ko2Bilpost+x6w3xSp19IGBP9pGhJrZAh154qUGxzABIlbU6QFElh7JOK6ZfSV1oIE4v9XkKPqdKhUBUc+mYZF43jIuLpQuNBEstGWQSsWa+aS5Y+8+ltm+SgZMRS1XeTa7tqwe+Y+ebe/FmgCz8buyXQ3r3Tfyc+OUu4YvcoXbfHKjSzWBmLMmAYGFwH976SJIV2H/bGdSR9m95Emys0AaEeUsy8a5EQKCxa1dsoy3YJqpfuk7l1MEAbJrFvmhi7ZlGkKaeESDCKTy83iHlc3E0b4e2VgPFJ7obqTFVql8ZQhCIbU/MK5//t7SoV7HC5pVOyYUvkuqXTUxqgpENVKuR/fxMF0LebZIDK7xfjPJnS5pA/KtX9lhL9hs9vGMEEs1b6ukz2qIIuNOKROi20sTVlz81ZKpFmwqTnQo7gKkXzaCNSgRAVpr/JQE3vZUwUppve1LqvENnFxTOJZQ8TXGIcHsX5vq1NS64D7hqNnAQnoXdn1XX0O7r1vFvejPfAJNJc7JVA+1ewR6BPvsArdq/tQB6FRlVvCyFK6EpT76x0Bq5OP2oDZV3DoFOH75AOhgt+qVDSfWtd+Np6NVMhSm/dT1ocr78Tu0sGrzlVhDJBYNiptUxUl+3KXBAYfqgfkiIgRB/0iGNuTAbayaBPp32eaLRUIRGZbFlJA3yJlI2IxUnhZ/OBxgBFqBWV6ZfvorosDeqiOidFSN9vGAlXgMad0HMlPFhVUql0Ky5iXDYWppOKKxcG34d4BX4nop/i1qPbCIP4JP8uSnZS2YRmdhQmIRIrfe8OFrmEBqp3OWBJ/FwtBqrr/WijLxZqVsE6MyJdR5ZA6yGci/24zg2JT8PO6hZ0zdcNb8b7YBnTTOyUQDMee/qLJ7sYK3avqfAKCeNB174O1sATDzlQlFgj1HcrXZqq7T4r0XMT5sK8Yi8djSiuL7SYM6ThwWQuGW1nz6k43FURoqKIwd1KlQqt3UU8ZXzzowYFwvosrKFHTDapHEJ8UbhQXwyhOuv6Jv5yheZ+8fKlL7NhVQlb3rQrSChZgpEidSf/uRRqJHuJspbfRRBEJiJDo7iA6Sg6nqXDtLob9orJI8VF5rtfIC6KrtHGZizDoYdBJ8gC3aQiqtBeTRTQitwT5tlL46a8E0rNg1WyXXkhNVQu0qFvQs4FJiZLZLTybYAkKUzTU6qtDOpf1OmdotfBh/rfWkslcneKGaBRPmtukciWrjwL6edhpwQ6jGJ3TbbBn598dPeAu9yXOmaz6ufd68obf0pYrbayH+llrIJeRdhz3jDAtuSDooYEZd/Gky/bclK1cKt+Pt+pxlCsVdSQaLNPpDck46OGXAVuVeKB6qfw1A2GYXFBO6MYfyEmCH5AadLtdvWlBgdFBLPZvTjQFeKYWsOutZziGYt3j6J0ZMIakvz99zcZ2CwGsTN3X6YKy4l5F/qT3cqMYZlnJAVHFxGev4mdi8p4zahXPp42vLyEKtGoLkYxjGqJqt5k4oj0HV1u2pOJClCd5VFKsdX75f1NevaledZpYNquf5ch2+6FxDtIDFBL2rnJF3BUXphHoO3N+KVW47MIlgQ6CxmKyigrHIdA1SRBVrcvcCZwrQEKAvWq2yGfLrvV2O19m0tsCTeITQkPtvDdnFSM2iUHZLkQS3FYTY6qtjm42BU2hKda2zxFcViFQOFEY666a2hRVOXaTnGpKioxZg7pJdkKKnxQ+FOABdEP5KBiLwVDqELSGiAtDRWug8y9ng6UMF0kAFrgECRv5aQFSTSfMZj51hiXF3j8YlmqtaiVDXh7VVojgGEbOKmyPufeZJre+01cdKkE0MmZwpI3BzK+iu7+9frWkKi80ApsqtTpm5WPBDmqdJz2RYSqhzvEWGuzmMdopruOjrn5Mp7lCx+Jp7n4JNBZyKt3jefkn39007DUAEjMZe5xdAVW6mIjJS8JasilOZdvws/dwRpC1FFpLeuGwCSidp0lqKZaYtdbL0yhT2SFZsbm/z40zyWWp6jEiymrUu6Q4RB7UZi0kHiDHZnZqmVxkUJKNQdFJRMTlzDWqUDdJ8zQolntu2TE8TkoxKvCNPJQzgYDF+qgS74HY5fQLomxHDf5P0x1vxRajg9d4xJKS6FgweK0ql6PFin8IBwtGvroly9LVcS6YSw8Gp6EXoVYL9JEBSk/XEkto4e+iP17VGom3rYtf941FrXs1g/qnPLb1w9X5Ry63QjPy0GQQOfhzhU6WhIptANV1ciAY0wXdyGq5tW1jpWiQ2szdwTK61KaDgc3+WxmMqgdUFqmaDE6y4EIw4DWCvuj5LQk56Md9eBBVAlBmuOqYUXNS0u3InIyhQqIiql6c06nPjlr86ksTiEm4Q0mc6nuNxg0Rs0y1gAAIABJREFUvGy85L8kcCwxyAKRVwmdSmpcyEyioFiw2LWltoKiaBPWs2tnTIn6sSvMNnelGqGQNrlqEulNMmTycd21Kk1X/ibRhYsGIyTbbq4HAsrqZtdRFfButjwpu52QXdSeUZsYkkkzDTarHkbZvZgbYNxLf6IBQwKdiTvqxEcrY9IMbCoe14NUoSe9l+CZUCmaOxeZOzikLq5X4YDO0Wb0TL0NX2q3ooklbXhHpY60wRt/YiOluvwayEUVEZhOiFWnWZQhvFuhiF6GrElOR8ORlSu1tlwnZGqqDBGASqv8hSUlvKqyJTbFt0b1AobFlSg9ukBSqbiqnqam3KGviQAwKgQqHRNtYi1WpaBGqbA68jjaJiSGq6hAiWbK9VbZp5Ny3QLtnmL8IvJiifSGZvVNqHPjQmPSvT63XuNX9j6xSx3nTrv7HGVNo1Hb9e4X5uG+OPkzLBgS6FzcUSfeKoi9cjuLv4Y8xqSJECVAjAi1WTCJs6Vby93B5svBgvOdA8zOqYtV222KSv+JOkhrC63Kuv28aY0ov8FklsibLySZr/wZffgbKljLq5ZuFU5tOnV1wxq9mI+Fs9gGVI2lfrO4WCi2ipluScPfKlRsIo4gnF1qREL7LTBxTQdsYsKwzXPT7yshouqzsjirszYhL7FaEUW53NAlgCsQ5P+ETd0NU+UQFf3QcIhJqtRhzGd4O+UurBxZ0b7LutID7VXvX1e/jKJitdkYja/BlJdFAm13v1sC7aF/PTci0K+zZGsfdTonZFHwAfxvrKLOWZvZO7itwswYrfl99tsVwo4x7L0/kUIYsLgWoWUdzrxwjs4PgiwymBsHdpMkzFXV2q26EgIAVfuSQNl9iQJZjT9eMWZexPPUBA1j7GvNh0tm/Crt9FKXL4Og0uouDRl6TW+JXJIVsctHNDmGhHth04atShNzPoT6L1qvVdQhklxpQLeutGK0svxbcMPbXly49iN00pwb1BCMne/+L9L2sgUUpaxeJhXDn8ekl04Xvt39QQi0f8k2Ir6vjqVavdFYLVJUU04/lnuW8ndwr1V0ECLN3O+9Xxp7S8ywVDXOVG4Nbv1VNDiQqy7VrBR/FiWZJQKN1sxdF5dbqIIqrb9HD1i50SddWQ6pGwwewsdv4U9RkU+DBlILiu6jG2Q+WrFN77UmS3tRpWY/BnhhEltoV7JSMHZrHUJlvQQobEW2rIK0n1C6HLlFhnXeXygo1QJT6XG3djEXhk0N6USnd8iO47nuN/d2r1N7qRdRlOk4iRL+ZsbANIMziRR3fxAC7V3PjS7gU96kI8eei0nGRqLBN/IbCWIl/alItv3s4zUIlehXndWEx13oyDsvfUOiPVfB5AHPSQqsQJWQJJWgfec1jy09kIh0lvprdU41zBDJvg5mnZiN4ORbb5iQ1+2J9lyF9lIIH+uXvW9FNzAZFJkmM3C9GrCVDtdAI4ExOd4GSoISbMVwZtvkhw4RjmdXg57xDDstYtJBel4LJZK22c6p1L4kLQTLXYCBWdBe6iV3eBDCK912N/IdE5hlTGH3hyTQrYjvGbGckWPPZMUnv5C9g0ORdmay0qiX2Q8th/5B1zWrNI4oMmxSwXkB0emoNnwN2aArlNylCkgsylKTLKWNq3QhfGFO8C0oU4m1pePlTfMepaC+c1C1Jf2bHdzQCa/dQM51jt7DkizMlw3FmbEnPQoEYpK9i+IEYkMnmaN64vZKEunouULYF+3+OToxA9RaEfoXoPU44m87clvzKcreSbn6uNW494ixkN52fxAC7bWBb0R8zyDQ/D5DnVMukZrnvtwdHM7SYLDx6PPQ9yFbM7gz+SMkYqrbTYs/S8QSy9grKdXfhYoelSX0N+FiY1KmNJG7tEBHi02VW2BDqghJXcZCyb6nqzOJpQsfoiDOhoUUXfpBSb6YsWkII3kzgSadzDYR2U+1sENeS6kUaibjtwVqqyzw8IHyAafFAv2mTD3+2taIZtj+BYDucv9Fl16O+RJgVj2x7W38PC99EiTQlehcz62Ib2sXPibSJz6TP3bLvOcTqfONkeh/99c1csZ6J0B9ZbPfbK+W19KDKzSJhCEYKO9MNwf+RDWS1PFXWrKEts0qaYEy/hSVOYwVqoJNin7TvCElPrXofyhl1Sr37mO41Y6+wp5037UtwUK65s6jVQuj70qkkxymkESJOSs9zZysECKQrDyKLguUUPkYAe2Wh4QL1sqxDLZZaTK/Hz2dutSjf3tMJGqfeiIk0LVIr+dmd8zIa3alf+LNFpm870Y8ciO+VHqp/cTs4wnVpIN19Z/fTnzVm2qRVYGW5pBqKku/pgkXX6gY/A1t5i5poxc400S53lwoRZeS9qT//6ON10EEDxFFnVPnUfHqWt89XTMSTdpgJTHXWjMzYvtZ1BSUheolFSSxg/ZWOoZDVfPXOdPUL23SaAxRODUvm1MxuEThJYIRTbfK364qM6rfSedy9MrVQOiVrwYXwLpmy4HHMVGhMW4zPMZa3KWeCAl0NbpP1EZ3zEgocdW7V22dkYRC72MjpmAbTFt1DPDALfCXfj1GNGtLuYSyUM2AhHb7YApWrUMauATq+M1HteWxQv+QubLtGkwTBbp3FmaMgzmTZH74TWCXOE3Ntxe57SsIp8wZgYo1h0ZM7683jNQrIN3nC2ijQJJE11eF66HmahInqfQQ3S3xvGsbjeLat0bXsW62Z72gOsbOF1o/kIq9DBomtC7ho//ejK+RWKp1F5NGwz6txUeABLoNNrtjMq/Zlexch4fH37GNc8ceEr+BklYdw1gErVfEnzQmOUumqyh9ZjJ5NJxUPsNpBbtk3UMyJd2/s54gpJdk0IcvbIvJ54Kf7rSMtDHpfCcHgqBo29ka6B/VRE5JG2yq6sgSTbgiYVXqAHqlUySZ1LoWVSkrjrUz7FE0UIoxmaagXKhh6F2i8HIzhVFpd8KRQ+ujO3qzG8p2+kLLFI7EQIZzc8286bDVLq3FR4AEuhEed8eMKJTdRXw87ypAZFrbMVFn8Mwui1FMJ4pcsHWS1nh0ptsYuuZbIwSqJqoZrV4LJouYQ09XpALNNZSk1JCtA10mx2R+uhUviuamWcEu2M5F0WqrBPrXuCUS5zW0la6S0kIv+3tjEKuMkti01xAA1cyKTF6WP4faSlm8CIZinFPZsTN92yiUcXdkVhxyYxcNtTYHrttL4hjBCalUz6rzokxJOabShspcyensHMYzEp47BAl090ju1EV27nwCzX81lURb9bRkvqTpDCMAZ/57KGGHkwtbrrLlJr503IB2uYgcsvq7KDLXtEwkazijaHWEIV2JlGkZ6K+bH26ryZ0WRknbulVmhuhtZRX4rk2JO4ijaspJT7O0I1XXy+39cr1JXSjaoKTC6WYnQdvDb6IxDZ0QaXhSA1FKPkVBudThT3Vcav6lZcyKSfDCjbfSckNF/3QHlUCl+n58M2HDWMzlPjKIt91D4v7HBgl092h5aJkfPduFz3+z86X2GBbYwEMCTXtCkwqGUMyoA0KrKqimWRKpU45t9Z+9VHPXIw0N4paAxmihCimlQT1jpFqNA0o2p8CIS+u8BNlqR3uJ2cp2biCJp6FT85IhH1pcLlcZxyn6IiXGGIl+vR4aPq+tSaXOZqp1Jxg2pXLJyLrnaog6l0etaF9Y50B1VRmAwmUaZkH2kLSelJfzMTA7eh37qcDHZIqOBhLo7hHpzC98589MIo18MflWkvNx/Ud0zoF3vb5eVb2vY814ZZQfa6eCrZVutFLVUB3ik5yKljyCOYVIpI/DPktTwE9fAeBKH/vKNRvuMZtJD1ZSR1JhBLOxCNMxOrmgWldQIH+EaUgy8FhGbaJNM8i6oSZKaFZVT8pkDJGK24FXq5TFRhwOXR6kpSHn6m5a3llmVA2M/0UT5TbJeMmbJHcZ1X7uXs/XyRRNgAS6f0QCHVh0974Igy8hlmEka2qHkeLanM/MuYy9A7d/BuOtP1o3qg2FVEcrEeQHB+/bVHNPnTKuygJ6wl21xR7NavW9CnOnutFeaewDRfFqh5o3rJkaaXqXNE9h9ZOhONXMRTVBVTFP1OJltqZMFLmWiKXaeioYeTAG1VwMtIpAq6tshFynQmBELgB6xSiaQmKsUomQMmOreh3YqU0G0xcv0xnfXkW0cl3DfeGTr+Q39joggR4AoYR8KYF2C+mzkayRr6WmRpLzmR6eM9y3N/MyKYv30QTt1AS5Ni3dSXYMD74OskNpkWoHZtAGP99ZqZD8M/aj2wdVe8MjgS19naUmm2QOnPGjiC5XqjkvIcoQhBWhjHgm8Iap4LDLaFAI0qE1CmWVbduRcL80fYr8yK07YBikbBM4s6e3JStQOKTqa4x+R9tSWWa+pqe/MCFsnUc9de3yN4YP0ttFOWcm0ouBBHoEWCfep8L2SSRr4BePfvYjrbxcJGpm9oxPnP5Yl9Or7UcdUBWpyGfirO0B1ZbzrtxodFeLGtvh8F6ngJZVSKm1kQkb/RSlPqFOr/VMFSY+ox9eZiSJGYqTFuID6VtA3xQiXVJg6DBmL7kwrS346fgCOklvUnlUD06yGqf5l0J7ytLkoG56xDe3X1tDqo7Tm7p0I5tRM1ZVrMYFuPM4v41KAj0QPhO2TyKpw8zMcE+959V2O59AY6gwtrAnJet9V7GTDs511Kdl994y9aVVPmUSx6512WsTG5aqzP4kER/k3crIDNpJhFFyN3j3JWxWSH5WxuBWCNWRhA6tlRUCmhilhH75Kr57AvHJ9DqZ8dwTR7E/DjuBOqezJVtnMQ81wrOmY3zzmSZKlY1ftyd8POuvHV2VDYBZcP+9QJSUBHokfOKGjNxXDWuDMkg9Rkup+AU2cGxkktS0fWO6VGbiyL1lq+3Ztb4fDC0T+ZAqGpTxsEyayaqbQOKuiqHWJH1l8cgwGt1/WK8npnY4dLp7rbAvg7UbyzOTkvPkukjLkiZ32sFqPl2Ik3FKQbkpCWTYMWZP7zCm4uyFYEZ47r2TXHF7Y7pkIEeolM2/KbuoVD/VY6rcgvvvFfL0JNBDYb1LFB+P4NHN5TElKZN2jI/EnQPxwf6UgZKlfsWHGXHL25lcqqunpIjacJXNTPNNdlwqLaTKyMZ16shXVftIy6+whSKqJaHzXiuenGV7wrCMYOxmeCYhCu310SFOps6R5IScaufrn1vlEDuaVrU4fzpb5vc6C75zWnpXLdWmUzbvvH27YXWf2Um6MdUm9foumn3lXqJSlAT6Ioh3c7WQQIOKuZX62IN3xxRW48rJ4Mlgx8Umom5V0iQR13aknXhneNBt1i8qmjqprtC5o4HM+Ah77UtKhqghOY5sj50bF2w758MMUhfE9JSEOrRgB5/8po2T6JjN3hQ25GMsb+VqN5wMNVa41OM2VSAJY4ZzjCvWdWE2bjLZKlQhxAhLQnETfOcTcdIZCNbtKCOfCCTQneFhYff4bM9y4dvjMS330iUlUHd9M43TOU32yEiMKqMp9HEvJgEa0Hm/Sca9taULG13mw6Am1/XQIYRcRc52Q6kNS1+54JSHjThvkUMXkmCh0ynNxtnBt0QRmjPR2d7138M1CPFE77IGZ/7y905d2E055vKHs99pbtWXDqoQwva6Oq0TV9WH+Z1jl6p/2cZmv5wOJNB94YFhd9t0rr1n6ltwl+Fzxt/N8M3wCEt8EgPZ0UaeeUA7VlF2GzXyMZ3oW9y7i6Pqgy4HRnQmBpVTS1CjBsJvklk3zXrfagskPq6xjAtdPj4KOLdL7rq/MU9WW6Wuxj4rkKjv02OtunlBNfneaeyeqNAVH53zkcrOUFobWgfiFqwrPlYU93saejdfmtzrqFENkXw0CfPMXt9xQQLdFR4ado+e1d0ypvSIok7PIOY3eZzCD5BIkpEWpfrNwwc0sYoyhwtyVZJESj1u2kZnJAoYPvBnYYZSrWXzNrNTg5fO6pI+ulxhsQUX1+ULtLGnukadJUdK9WoCB2UpJLr1hQN1Ue0/75wVkJgk4TOaxnHdWSe6bot4W+H40crN0EvQWYCVGMSS+sGsqu6uuxufdI3SLNowoDH6tROABLonfM07O6m7nHFIofgoieXN8s2UTzC8MvqynTxwt6JxJPAHew217G0EAemhSiwc00l2JklSgBzU2oVEXiXqcoW3KGkSu0gf7fakp54tmn1G1VRqq8LUmZrWLgumrrTo3Gv01/ted3lz+NK2WYR5xcPTOOKDpHHFpASqUwEW6Nq38gKdNjCnI+hcVaZB37HruID+xnJRLGP6crw2gX5R1KgeZi8mjsn1DdD5PC9sEkaqZR4otYo6tZnpjo1eRdcIWeCPaH9ZD2WlQVZwFDLTqMBEcTmSQTeMnFP7V+N4sq8CiSZr4fnonPQQUlByqUaXrIeh/U0iQQfdaR3NDou0smx+NYiUmLKoHy0Km6atUB6WEY7XkgHLoEWBqyTeq0VbhQvBUTW6Ryluwcu889GhrX5qkED3hK8Kuy/yrYLBt+b7WrMTHvq+vZO0wWc2ZiIWVrLjA8G1+uo2/E2HnINNrzct+MafqoY8C529XrctRKqv7LQ0SyuP+iZTlbsKqQyespfOAMVI+doHvWQcq1qhOoukb16GvH5bOdCPkmZoK6b7TW7FhOO1SEErDJyK7YclZd5LWHupfVZ1pNtRipu8F3u+fpczZxPvGUAC3RO+6OZbuBs43lPhscldGW2KuFx3zPxH9DUH2WrL7eB7SIS3DTepvjq4xGuMoUa/EGThJD8jn7oWZfN/WotZWwwUM4OQv1eBz/7ZSKoxewTavkbsA5bir6w+wKzXhrCx99Jl1tVf7/A05vdtWSvtKHBWliCHaqrXoZXeB+EB34r8J2fV7HNcztLlX1vTR9I9oPxHXyHy2YIEuivEfMbD97LwJp9I0M76buV65fDhT6lF1t+Z2oOBC0yPQyef13Gohw2iVLUQkRd22oEvkh0i8q5//dAUOHLyHn2asF6zT3y23kr7sdLPy9dVDa/NmITuIz2s/kZSi1tLDwanMXdpQmQW6/VlqA5o2RipK7N8XQjsZqI0tc04Me3q6XfoVFno9Al7gchnCxLovhAqah6z9dUVzp+zKizrEW3HbuzOjxCGD+nu0GiJUZw65KjWBIialKW6roWGASXLDjkRtJFCkdOFwlDrRXKVabiX3rQyuk/8kCCc1bR22rHags4Q0Wy7j1xmXWnM141UBWVoKymBt3Z5LNcHP91DKa+tz2/TRpn6UGfvn24FaBaj13x4jL2Pnj/y2YIEujO4e67VJxBMg8WRgk+HFix57HNj5vPFTfFjiZSID8KeOvlCS1SlE9Ny7m1OCeFAoUmJRJYhWS0ZLe1ecjZFyKrhXe+J7x6SuMpl/IJ68+BzZbRQoNrqjpZxmFLGP3cq5zImcz2kLYu+2ldQZiAMXfhUyV9N8Wqwkv7WgzmfjfMOPpy3JDPv35cyOjsgge4LG0dBO7ZA+2wuNSinTNZZ5oYlj/MKnr0t9CJqPpngqYnvmygVexVdqpzpXapycRjK7jX/D4+9ap9vp3M4IMxWhXR9bl1pvZV8pCqqUnXk0/hij3zRroPYZ5U/M7Hu1Q2iwcny+1xk6k/WU6WKTdrHGQhUfq6sPj+XjOuYsxbPnnOf9Rcw4cC8ktHZAQl0X9g2D995GDPNNHMRpINy1ZqzthTKb6bbWWyL6SkI37OgKOThi7IoUBnvgty6922gNEQYnRmlzgrLtfUnaAtbadYYj/QLwxsDFPnrsoKhiXqpGGKI3KFO9ESbbHDGJx3o/vtElTwc2hKchgZUIspXwYUvwdymOdDfZ/8CJRm6ZbfZagfmzCCB7gubEmj3IekVmyy4/ZWMso/M3KxXSLzM2G36fIafXYg+ylwNITK1o9HzY/3wIaxnzmnVWod1mJjmahOEqkJO3Ritv4D0xOFnTGXTAiCvIz7KUNjV4VoT3RhdZbcLdM5Vrk1LLpJ+FWIhWIF58JhUOqw6/ZggysVe93oH5swgge4LW77d+8nRtdzcpnuztZrqSd87lju91L39dQ3QeMzIITntn7T+9LZiKHjU9gXfutYWLPQ2Nx3lj+qjh9S5r7o2WnLiNNwp0+bCaM9KRsJbar9LJqHpYPwchxb82VdZ02FC2u2oUXudWSWWzEXCOyC3sYk9LfS6P+HAnBkk0J1hw7d7n31WcrPyVJDkGOxi2KiUOxTIZI7tuP8ot7HFPulXmmnXds1Af86qIceKOGPPfOlMBqBu9xyyOi45up6tLj/IZGOp+6zhKmPAXJ2hQotX3r1+s69ybZOLMZTYNAxiWYIEKoqijMGL8R0N/rg8ZrnegVm9yyOABLo3bPd27z88ft0DMOLm2t9ip+dk8jewTHa3wxXH0qI+6VshY+y4MaZtrc0cYygJeZ3s47svAltA2Xk/hJ0qqSpNI87YfKTCAHdp8E+9WStk8kFo/u7ZnXuVI/kXPt1RPJ8VemVjTn9WXemC3Svq3Lss+6HJlZzSaiWB7g6bvakHJmdH0ieTWMhjOgUf+XPi2YgiHdkO/Kw1Fh3x7h/rmFLR4x0ed87ODgRaDwnUUuc+dkHaNrQsyLdnC5Zv86+qUgLF0HmJTFShtrVtA/UuZ2x3j3XmVY7hh3IQVqitrgsRUo+/5F5Fw9Ox1M3x2XdZ9kNTC1myy+OABHpiDG7abh3KvDI+pM5Hn5z7Ub92f/nix+yDmdhY3UMLefTx3WWe1DAHzg1c+A+kzl3YZnzTBJ2lxF63c4fue5To4+Bakfvwkoj9lf3jWmWBxQRYt+AqcJq19zu9ADmhwhxxLQvmjLzL8h+aWMeCXR4IJNAzA8192cxP1zKduPt9HOmWfzhc0CqfeDJCECCogGT+2Nt+8st+VU/bqjVixPWYSkU34Flnq8frjHSRTxqe+hauxB0bK7gEW5VWvl77UF0vA+9U8iM5vKgIsNwC8yHt1a9JQzG+vr6kp3RUKjtD3IvSiaPvsvyHxpdxThOUBHpiaGPh8Ne9m3nq7g95mnHjaUbrlBWQ+2wx6T0CHW4s1DSNPc/d7gFvGfna+/xWo1GbnhBtuc8tDNapxhG09aksoHNv2aO6tJ+SeAVSaOOl89NolzlYl42ugw1af3QET8dOh614AZuNv8uWbJEE+kUggW6HMcNyJLmUZyv9Q5WtkbGvJ0SWi0lGoY2OFRY/eceFX7y6/KfqWPc03OqgzBVlBz1S7XwcGnaalGrM0bKQGiP7fJillMQrbHPjqfJpZGlLrd0QfNDT7wKB3q0pW+JPz6K+ux+iC/9F2C2BHq8IY/SeHaS2x+/+WU9Pe2oy7d/6G/lPZ+p58snJJNLk6rS9aOLIRkph+1utYyKo3fm40HOs5QSBSnUT9Eq0Kwhiyl7lQG3HoVx1IKTyCYTOLhXzsyLW2QS6KKMzs+nz3oeYRPoa7JVAD1iEMU5+g9T26N2/zPMaPiTxN2kat//J7LmdkdWdMWV+YGyPbNV+b6+ClPJGKVoz9SiqF3U860Fyrk3s2I7NWMwKqaxFWBdUVkPKf8G81SW38yzqu/+hzZ6gfZkyJNBZOOL7c8qw7Ke2x1a3yPMafrhvAIbd9n6ffSTuPCexvqea+NDwHIxtVSMN4fjayG81+tiDXCUJfytcgclIsD/N+a+qGK8wY3EkILAOcV0pvy+Zt7qoEHgO9d3/0EbEtzNThgQ6B4eM4Ewd9CC1PUETSw3Q5NPDdJXudoOUQm7YXfcDE1HPyeOPpZ9uMneuXawieo/hR1IWCq0UtYylTNR2HNzt+b2s9zFW3rlk3uqSvc04f19kGO7NlCGBzsExc4gL7rWJ/Or8F/59Ar33+yWI1fEjhYkWfF1yDhJSmtGzjkhpdbvqBKTKMvYaP3UuZeOhsZjd/RICyq9rZ9bZA7A7U4YEOgfHJNBtnqf55scwZT92u2/xGJi/OnJNojE2/xxkLvL0dcemi9BmH3WVbYdpmmzGMcw9zmjEZz+/r/jgA7C7J5EEOge7e+/NxFc9T6m51ykaHTMAN3DEQnV8doVJOHD2OVhMoJoZw2ylymYchd+m//2Ycx3mnpCRqtD8sd3b2AFBAr2DfRLo7iIv+0I8O8O2pTtp7032mvvb/IT0R9df70xwrn2m97P/XZVaXkpX/c74eW/o2ffhWZ353ZkyJNB5OOsNuQWSm3rYOD+Z9v4cJq7J/JLIZDsoXnKhLF3/dL9UqppRDHD32GcaVrPp47wv/L2tjAQ6Eyd1ibZA+vR/nYtVd1TselhCoO0jOZym3iHQkWqr+bVDuX12/j2z2vLu2d3YTtvVvb8zU4YESnwOcTDx1xJoeI7yD3fHhZ9+/lOyaYVA4t9aFz7/5KLeKRUimYMBwY0zXrcBXoMMd8deb3sVdkZZu6JzEijxOfSEMr4qRhV2M/Jwp3bhnec/JZu+oHzGto4bsud4FVfFN07MPI1m21I9GARI5kxQ2ZRA9+Y07wskUGIhhjZRKvT5NY9bor6Z31tbU37vgBKyGYibJn8bCAhEC3jFGyNUhiYFC2P2rWvHJCNF19N+zmPL19ju0jb7Agn0qHiWJ9OTpVQmSLps1jp8i9YTHmo3KhI3m+DaD9SDoZrJl3tGXRI4XfTG0MitD+8d334zt/4o+O/CLquyuiu/Gj6bF8Zfit0VDu0LJNCD4lmBqS5fDH3Rtcy+bD1meIou/NjDbbqh95//tghrOCFvwJN1EONraXmRMIfp1Vfgt6zAdPfjoeE/tCnIaHp/h85QnjomjL8YJNBJkECPiWcFpvL6cJ8/kIXrUb0kJ2LGo3SixDbjCHtlTMFj7vytt/DOVue/MXwcEF3FitnJIzP+FEo3Wz8MkKtG96mH3JfoWw268JMggR4ST7ure3y01XEs3o5SUXmTqRr5r4U444wtpyp2/QHrkR07FL/uxVHbFCMJzvpO8UJvX3ENRRUVk83oVrN1QplkwbrngUmkKZBAD4ljD4FBAAAZiUlEQVSn+VX9HW/0dC1fjzjoGOgmM92yHrxtcMEwounFpF2U0XhcWv2ZpKkGL41BLAAiJZUybqKhPDaer7PuIT2vxs7KmPYFEugh8TQCvf/Ur8KK9eh8eJGSyxb1tFvsZb20PV6+nPnS5GJSHY9qzYCOLoH2+XpA3/IL6N27VNSpmh6wFNYdKH6LO2RflZf7Agn0kHheYGrwmG/ydK1YT5gFV5VZyutUIHXpvqGgsqga7s0dx51kWB00QmVAydIXR+rCD0rzR4rrK5lY59uD973OhbF1+2rxGSVWgAR6TKx3nT9LeI9x6JavJ5b45BWEs5QcqodKkVC6J2afW2fSNrBcPyRNIg2bQwdGeIxBVC2l3tejXhO6INaDBHpQrOWxz/PfYxy65ccVqjZHjKwMJVuWyJeFEKjzOS9+4uuWp18/X7MtY5owHfsEmtnRXZ1nfImhy68ACfSoWFluuVu7ZPl6wiz2u0mf+Bs1QH0hFmhigmZ2neWoOhDo+gKhcQmUBf3x03XySeUV/feHgwT6UlgdO93lw1hXmWqeeKSw9Tp/GiHQnKmWNf+MtzadrznYpR//RfLZqTr5XV6rs4IE+lJYm73fqzs45Ip4pJlDzrvwo856nkA3nq+ZO/TRX7TYrE6e+BxIoC+FlQS6X8e/j1hGnpUZ0bx2pQRqBmjeKB934Teer9ndae91MG5LPqQMg6brcpBAXwrrnrtF33rqUxgpzoXRIj0nXlzfxoG/tWVMI+8U499qmMW/O1/zK/CIQuC9uhm7Bgn0HJhLW6tsySVP63Ofwuhkl95nu3Xg+nqR5KjctKAnyuX7xZ7WX5+twsfmv4paH0Cgx3Ez9gQS6Ckwn7bWENyCp/XJT2FM85Ted8TiAlpj+q7eXZ0LA0CmAx1Q2d1/2dtjrQu/VVCA3r6BBHoGLKGtFbf+/GcLqprueS5uLDRyoWC9n2MK74JWB2/05I0se3SK3Jcmdta9qSYYfpFNS28/gAR6Ajy8sXP20+pNEG7eOOEHIJa6dzp+un/X4GZ7yrps0L5g8pTiA4EONu3CSLoveXt8wpXIfmtRnIbefgAJ9AR4REaht4eZT6s1qC+e8rsdJE0EkVA1Qvt/zooVdToq25XmTyvUkSSC2lti6M1fdhk+4Qov/+rki3bBW/hTL+yTOf8k0BPg8QQ697avXZhB8bSHpBYFOKThB5rDkGrvePDD1FHy2zxPqARUQ6FdAm22XVbWpTT/Mtx/MW3JN9P3yXyz8jP329mcfxLoCbAj0XDzb+9NPXsg4MRLkn3oY2sKHf87csqyuvO9+qYKNVLNLrq/diDV8d78sWOd5qFN+eYO8c3e1ycI9HTOPwn0DNAOG3dn2O2XHIlzkw3qD0cc9jE4hjT/PvYk96ghSymlEejAMPVimC55d9x/8W3LN/f2N9faXf/C3tGrfiOQQE8B5J3dDlyjWqexP+8JsW7NYQq+/+zm5ep6tlWOUnxZNvRZ9sqbELsQAXnnZxPRXUtua77Zio9Xb+cLgk1fDBLoOeBcrurxCXi2j2Zp+GE2Z/Ds5ucI32csXzf0Ody6ePDN/xf1hq5w9gOfiYpuFRFYLaZIAn0wSKCrsCPX6MlZAjkTLldFP+/ZncH/w3MNmXon0zfKOD5zDkXcvWq5Y/7c+d0qJ7VyOzu6TzcCCfQU2NOb/cl1Kr7OK875UOY+fXAz+KnPkPIVV2hxk/R+zueIe1yb2dazLfxP4uCHPwQJ9BTYE4E+C8nMt6AkkvxVbFI3p0hzBv93SVZpudT6g6pedCnu0fWAbw5vwrGM6bEgga7C4Z+rzyOdOqzVmH0HXjqFtnl2u7Pn5MQ7MKjMz1z2LrtH132+Of6bkoX0DwUJdB1O5xotRe8E9B5TZTk/rA3dascORUwoP1j6LptmlN5fj0+gJwMJ9CQ4m2u0EHdo64G8o5uWAIHtf+G7bPTCjYxVfnlXY18ggZ4FJ3ONFuJek83jCDRoOLdKTIveZaN0O7KVl3c1dgYSKLE7rHgX3GHIruG2YHTG/F1XLeEt2NyoRbmUWInngARK7A1rKOKea5vyUX/708M9Zx/vKhYeI/6J9by2q7E3kECJnWGdk3rvWy1rDso4c+PlF5H4JyhtjEB3kCwiUc8BCZTYF9amSe5RXuCDYU+8dX6mO/yySOPYap9PoAwVzAIJlNgXVlPHTIupt31VHkHl6Oxy9QdodPYX+/RsO5NV80ACJfaFR9tefcW6oKGfytBNH8O2ttk+s+1PJ/Cj4IEE+o+///O/p//6rcEfi4+HeDE8+tHtbd8nJmj8zCSBbi18NWLP7mE+NE3Qu3gcgf73v/6WEOiP3xT/9G8Lj4d4NTza9upuvw6zjDp5+QkSdyHn9Gjb7KlJHBLoTDyOQBvKbAn0528BqVU653iIl8Ojba+BFoiIIXebPMdJPNirp6aWWnVX6MLfx6MItLE/E7L8r7/99ttf/vPj41fzy78uOx7i9bCF7TW1je7fMMez6JcRjZB4Nue0T6w/i7L4ytEAnYMHEagwZkKgPwJvNr+fduJJoMQWWGLFLimkz4ZMd4kVdryt2XpTK5YxzcBDCBQJo39pY6DNv8OPP+8kkkigxAZYFEdd8mHTuxcC/dQBPha1CkovtCBjR5V+1e3+HbEHPIRAJeL5Z5JEauzO4Lg3P4ovP/94CGIxFmXyF38YIdMdTEAdhUxtDi74fA4Mp4H5oyV4EIH+tZOFT8zObm5+xvEQRA6TEb5lqvCLCAMVTJtNkH5Iph3i0cEGXT5j2ZFAF+BLypgaAv2z/e1kEJQESszBdITvgQS6aY3AQ+oN6kCgfhELxtPgWEO/AF9CoD9aAm1+bgn0txy22j9xYtwJWz7Ohf/Y0mp8TMWrie9n5urNOZjWh6cBOgdfRKAtaSY/Z/mTBErcRYbzeqVJj0oibYkH9VzFGSNzRuhlj4Y6IvPxBAJtrVESKLEKQ697MHxtkSr8cwhDSqK27QoFgkR+pjbrzuHEU0olu9l4pgU663gIYoABgQ6NyEUc8BzCEPocKpFusN0Qy1y4KBqeK7ARgapUSKfXnQRKPAp95xf/9lVZfvbx/1ImdY8qyV/LhDQ8l+NLCJRZeGJb+KEB6srKVf2OzKWb/UobLPY0bV9SSib8MnwJgf5iHSixLYaCIJVrUH2qQehrs0lWku923dNE3MGXxEDZiURsjY6R1fyjqsCfzk2YXncMsy8WEbaSfL88WEnsB19CoOyFJx4LbwboZI/6PQd9VQ/jem858LU0XTJ3c1R8jaAy1ZiIx6IqG/qsJkU+7jroawj0M1FTKzeibtyR8TUESj1Q4rGoq7JyyMiM2YP3HfQVLvznoqbeq2rcF8YNiI3xRSM9qEhPPBb+nsrcDPuyT4d33fPPRk1b2bmXM0HPUijAmUjEOeAbC9RVn3PQe7n9u+75BspvLyoed5qi/a8iUE7lJB4MqWSaTMHPsBZTu2iGe74B+73m/ODz6JVwLjxxEtxzChc+tHOYbQv2Ow+XzMeJ3hokUOIcmOFwL3IbZ1mXW7DfabzZ+ThR3IIESpwCJm00+UTOSlyED817yLdgv7PkU+aDBPowkECJNahN2ugzVAQik0w+Bh7NdDNfj/02AF34h4EESqyBVTF9ZlgmjMlK+9Orj9cMTn4VznNuSaDEGeACgc6UNhoajjYJo2w384LByS/Dac4tCZQ4AxYS6PD5Va/SuVI3VNUfdM8fibOcWxIocQbcd+HvlHiGORgiSPK5UADxSiCBEmfA3SRSanPmchj6K18qgbpTuJfE40ECJU6BO2VMHZszV0VjpFqpC7/9mA3inCCBEufAZFqia3NmyxDtl4UOeqMBSswCCZQ4CabSEl3KzJchGgM7yOI9+mCJk4AESrwAejZnvgzRGPgs+WHiK0ACJV4AfZvzNGWIxJNBAiVeAYu1kmeDButLgwRKvAQeZXPSln1tkECJ18BjLMXzNHUTq0ACJYjVOJGsELEKJFCCWI0TCVsSq0ACJV4eA+9+trtPAn11kECJV8cgDzQ/MUQX/tVBAiVeHIM80JLEEJNILw4SKHFYbJJYHxiRy6xKljG9NkigxFGxDXcNwpgL45ospH9pkECJg2Ij7/mzBPokkLf3ARIocUxslb/5pAv/JDBysBOQQIljYjND8VNJpCfhAIf4IiCBEsfEdp72ZBnTLl3lQxjJrwESKHFMbEgiE4X0+3SVjxGmfQmQQImD4ivc2C33saEtSwLdDUigxFHxeOtwS1d5y6OlC78bkECJw+Lh8ckNLb1t7WUmkfYCEihBjGE7At3aZtxnbPYFQQIliDFsR3ubRy13WR3wgiCBEsQoNnOVmfY5KUigBDGOrVxlpn1OChIoQUxgK1eZaZ9zggRKEF+BxbYso5xHAAmUIL4ECwmRefZDgARKEDsEXf5jgARKEPsDk04HAQmUIPYHlj0dBCRQgtgfSKAHAQmUIPYHuvAHAQmUIPaBTpqeSaRjgARKELtAr26JZUyHAAmUIPaAgcnJQvojgARKEDsAg57HBAmUIHYApt2PCRIoQewAJNBjggRKEDsAXfhjggRKEHsA65YOCRIoQXwS2+TLWbd0RJBACeJz2E61nv774UACJYhPgb73K4MEShCfAbM/Lw0SKEF8Bqw/emmQQAniMyCBvjRIoATxGdCFf2mQQAniU2AS6ZVBAiWIz4EFnC8MEihBfBIs4HxdkEAJgiBWggRKEASxEiRQgiCIlSCBEgRBrAQJlCAIYiVIoARBECtBAiUIglgJEihBEMRKkEAJgiBWggRKEASxEiRQgiCIlSCBEgRBrAQJlCAIYiVIoARBECtBAiUIglgJEihBEMRKkEAJgiBWggRKEASxEiRQgiCIlSCBEgRBrAQJlCAIYiVIoARBfA1OOL6UBEoQxJegoc+GQp99FNuCBEoQWZzQXHouGvoUnItBSaAEkcMZzaWnog4EeqrXEgmUIDI4pbn0VNgZPdk5JYESxBDnNJeeChLoV4AESuwB53zan4pzvpNIoAQxBAl0e5wyKkICJYghzmkuPRlnzMuRQAkig1OaS8/GCSvDSKAEkcMZzSVic5BACSKLE5pLxOYggRLEfJBViQ5IoAQxG/TriS5IoAQxF8wsET2QQAliJljbRPRBAiWImWB1PdEHCZQgZoIESvRBAiWImaALT/RBAiWIuWASieiBBEoQs8EyJqILEihBzMeyQnqW3Z8eJFCCeBBor54fJFCCeAwYMX0BkEAJ4iFgzv4VQAIliIeAVaOvABIoQTwEJNBXAAmUIB4CuvCvABIoQTwGTCK9AEigBPEgsIzp/CCBEsSjwEL604MEShAEsRIkUIIgiJUggRIEQawECZQgCGIlSKAEQRArQQIlCIJYCRIoQRDESpBACYIgVoIEShAEsRIkUIIgiJUggRIEQawECZQgCGIlSKAEQRArQQIlCIJYCRIoQRDESpBACYIgVoIEShAEsRIkUIIgiJUggRIEQawECZQgCGIlSKAEQRArQQIlCIJYCRIoQRDESpBACYIgVoIEShAEsRIkUIIgiJUggRIEQawECZQgCGIlSKAEQRArQQIlCIJYCRIoQRDESpBACYIgVmJ/BEoQBHEY9BnsKbzZ7p4gCOI46DPYU3jz8Riu9BTgso4ELutIWLesU56KD17kY4HLOhK4rPRbmx/HPsCLfCRwWUcCl5V+a/Pj2Ad4kY8ELutI4LLSb21+HPsAL/KRwGUdCVxW+q3Nj2Mf4EU+ErisI4HLSr+1+XHsA7zIRwKXdSRwWem3Nj+OfYAX+Ujgso4ELiv91ubHsQ/wIh8JXNaRwGWl39r8OPYBXuQjgcs6Eris9FubH8c+wIt8JHBZRwKXlX5r8+PYB3iRjwQu60jgstJvbX4c+wAv8pHAZR0JXFb6rc2PYx/gRT4SuKwjgctKv7X5cewDvMhHApd1JHBZ6bc2P459gBf5SOCyjgQuK/3W5sexD/AiHwlc1pHAZaXf2vw49gFe5COByzoSuKz0W5sfxz7Ai3wkcFlHApeVfmvz49gJTrowLutI4LKOhFXLOum5IAiCeDxIoARBECtBAiUIglgJEihBEMRKkEAJgiBWggRKEASxEiRQgiCIlTgdgf7X335r8Efym3/8vf+bA0KX9U//1v7mFMsS/OPv//zv6b9Os6yTLCTihBfq84/VyQj0v//1N8Of4Vc/7BfpWToa9KoK4i18hmUBzSVLnsvTLOs0C4k434Xa4rE6F4G2/BkZ9Odvg5N0OLQXOq7iDMtS/EiXcJplnWYhLU53oTZ5rM5FoD/N+pZT85f/lN+IjS4//Wr+8tcnH91qhGXh/YhVnGJZArzy4s16mmWdZiERJ7xQmzxWpyLQ5iKb6d0wqP70I5yJ5twc1duQ10FrT+MmPsOyBBqDSh2oUyzrPAsJOOGF2uaxOhWBNssO742fenKakxQu+s/DRrx/ta9DsQP+PMmyzIf6lza0dpJlnWghhlNeqG0eq1MRaIIfSqAJpTY/qld/OKQXU9d1imWpD/Vnkps4ybJOtBDDKS/UNo/VSQk0vEuSk9RNIh4VP+BanGRZP+V+TRZwkmWdaCGG016ogPWP1TkJ9GfIwv9s65naAOmB0bwY5MV4pmV1n8tzLOs0C0lxxgtl+MRjdUIC/ZFUMf3oFIQe/0rbO/JMy0qey9Ms6zQLSXHGC2X4xGN1egJtT8MJrnSIzJxpWZ3n8iTLOs1CUpzxQik+81idj0BDMX3mlLTvl2OiudB6C59pWaPP5YGXdZqFpDjjhQI+9Vidj0ABqbuQhNqpXpW/YiHemZZ1RsPmNAtJccYLJfjcY3V4Ao39WN31WiX9Ya90ZlnthT7Vss74XJ5mISnOeKE+Pv1YnZVALS582HThcFk/fmsr0060rFMmd0+zkBRnvFCff6xOS6C/QKC/jlqw1l+WRHbb7tzTLOujs4DDLquP0ywkxRkv1Ocfq8MT6Bj0ZJyiZeJDW5H/6PzzFMsSnK3BRXCahaQ44YXa4LE6FYEOm7NO0bQ71DY4ybKA5Lk8zbJOs5AU57tQWzxWpyLQWI/Q/ngG2ZhWWyriFMtSpM7SaZZ1moUkON2F2uSxOhWBSkRDr3GU+juDcKFpxaQ4w7IM6XN5mmWdZiEJznahtnmsTkWgplqosBNwAunsX791EJr8j74sQydcf5plnWYhLc52obZ5rM5FoIlKf3yBHH54SzqnJF7p4y8r4HyjdoDTLCTiZBdqo8fqZAQajNA0g3b08YHp6Jb2Sh9+WQG9gpGzLOs8Cwk42YXa6LE6HYESBEF8FUigBEEQK0ECJQiCWAkSKEEQxEqQQAmCIFaCBEoQBLESJFCCIIiVIIESBEGsBAmUIAhiJUigBEEQK0ECJQiCWAkSKEEQxEqQQAmCIFaCBEoQBLESJFCCIIiVIIEST0VPF1yUGFvhyX/8H/tU/GEM//j7suGQx57GS+wGJFDiqZgi0B9B2PbHXYVbEijxFJBAiadigkB/BWXwX/clwkmgxFNAAiWeiglyJIESuwcJlHgqSKDEkUECJZ4KEihxZJBAiaciQ45KbiE4+mf8IXy+HaH4YVMU/9oj0OZfkR7jzz/SebVGoM1/wgDb//pb3EJ/H/rvOCibICJIoMRTsYxAdWh1g8CPP/Wff/mPrgX6s+U/28HPmKbC5yYItL+P+O8Dz/AlHgUSKPFULCLQlsuM3SIt/o8ugTYfDAbjD1Bky5+6v3EC7e8jnR/+5wdBdEACJZ6KUQLNxECbPyjf/TKPWshNWO9XtCzbTRgxqm8vH/zjI/nGKIEO9vHTiFT+sCjMSrwCSKDEU9GtA4XZOEqgvyKFNTxodmXrdnfY7Wf3u79iCLP5pDFnnkAH+/gRDE/mnYghSKDEU7GEQH9EttNfJfT3s0egMamUfCf8YZJA+/sYbJkgEpBAiadiAYGmmXYEOZNke5JDVxgRNh9Js+fih08S6GAf4QAZ/iRyIIEST8WCGGiazkHMM2G7QR1om3z/M/4iyQ1NEGh3H6H8iUl4IgcSKPFULCDQJD+u5JaYnQMC1V/EuGX63SkCHezjI83gk0KJHkigxFOxjEBzJNn/0QAfPpQzBcPyn//9Tgx0sI+P9OtkUKIHEijxVCxz4btp8KkYqPzmj+jB/4xl8XcIdLCPdGdMJxF9kECJp2IBgUoG6M/eB8Mvhrny5o9/+X//GvuOAk/+6rjwSdJdt5DbR2DUcXIlXhYkUOKpWFJI39qR/RKjUB+f4udv//R//xYr8Nu6+h6BWpY+bGGwjx/xAEmgxAAkUOKpmCZQJcXwA7xo2Ic/tF0o0CFSP30CxS+NN38YLSIfJL8L+/hpgc3YyzTYR+hIwl8oKEJ0QQIlnooJAtWM+J/JD2nRaOhNUvzPjJzdj5ZVO9WmKYG2ZUv/27Yw2MeP9t80QIkeSKDEUzFBoKh6txkfv/Urmf6IX4ft+B8ZAv2VpM0jC/4vDXLG0Gbgyz9iHr+/D917YF6CSEECJZ6KCQJV6vpr+kMoyvxr+uGhHqiiE7NUWoxt8Ulu6IdSY7KF/j7MTGUzEjEACZQgCGIlSKAEQRArQQIlCIJYCRIoQRDESpBACYIgVoIEShAEsRIkUIIgiJUggRIEQawECZQgCGIlSKAEQRArQQIlCIJYCRIoQRDESpBACYIgVoIEShAEsRIkUIIgiJUggRIEQawECZQgCGIlSKAEQRArQQIlCIJYCRIoQRDESpBACYIgVuL/A7VXg9AnIvxgAAAAAElFTkSuQmCC" width="672" /></p>
<pre class="r"><code># Fig A5a: Effect plot: Minority government ----
eff_min_gov &lt;- data.frame(Effect(c(&quot;electoral_cycle_cabinet&quot;, &quot;minority_cabinet&quot;), 
                                 reg_min_gov,
                                 xlevels= 30))

ggplot(eff_min_gov, aes(x = electoral_cycle_cabinet,
                        y = fit, ymin = lower, ymax = upper, 
                        fill = factor(minority_cabinet), 
                        linetype = factor(minority_cabinet))) + 
    geom_line() +
    geom_ribbon(alpha = 0.3,
                aes(ymin = lower, ymax = upper)) + 
    scale_fill_manual(values = c(&quot;grey60&quot;, &quot;dodgerblue2&quot;), 
                      name = &quot;Minority Government&quot;, 
                      labels = c(&quot;No&quot;, &quot;Yes&quot;)) +
    scale_linetype_manual(values = c(1, 2), 
                          name = &quot;Minority Government&quot;, 
                          labels = c(&quot;No&quot;, &quot;Yes&quot;)) +
    labs(x = &quot;Electoral Cycle&quot;, y = &quot;Expected Absolute Poll Change&quot;) +
    theme(legend.justification = c(0, 0),
          legend.position = c(0.55, 0.7))</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig. A5b: Effect plot: Largest coalition government ----
eff_largest_gov &lt;- data.frame(Effect(c(&quot;electoral_cycle_cabinet&quot;, &quot;largest_government_party&quot;), 
                                     reg_largest_gov_party,
                                     xlevels= 30))

ggplot(eff_largest_gov, aes(x = electoral_cycle_cabinet,
                            y = fit, ymin = lower, ymax = upper, 
                            fill = factor(largest_government_party), 
                            linetype = factor(largest_government_party))) + 
    geom_line() +
    geom_ribbon(alpha = 0.3,
                aes(ymin = lower, ymax = upper)) + 
    scale_fill_manual(values = c(&quot;grey60&quot;, &quot;dodgerblue2&quot;), name = &quot;Largest Government Party&quot;, 
                      labels = c(&quot;No&quot;, &quot;Yes&quot;),
                      guide = guide_legend(reverse = TRUE)) +
    scale_linetype_manual(values = c(1, 2), 
                          name = &quot;Largest Government Party&quot;, 
                          labels = c(&quot;No&quot;, &quot;Yes&quot;),
                          guide = guide_legend(reverse = TRUE)) +
    labs(x = &quot;Electoral Cycle&quot;, y = &quot;Expected Absolute Poll Change&quot;) +
    theme(legend.justification = c(0, 0),
          legend.position = c(0.4, 0.7))</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig. A5c: Executive parties dimension ----
dta_effect_exec_parties &lt;- as.data.frame(Effect(c(&quot;electoral_cycle_cabinet&quot;, &quot;exec_parties_4510&quot;),
                                                reg_lijphart, 
                                                xlevels=list(exec_parties_4510 = c(as.numeric(min(dta_gov$exec_parties_4510, na.rm = TRUE)), 
                                                                                   as.numeric(mean(dta_gov$exec_parties_4510, na.rm = TRUE)),
                                                                                   as.numeric(max(dta_gov$exec_parties_4510, na.rm = TRUE))), 
                                                             electoral_cycle_cabinet=seq(0,1,.01)))) %&gt;% 
    mutate(exec_parties_print = ifelse(exec_parties_4510 == as.numeric(min(dta_gov$exec_parties_4510, na.rm = TRUE)), 'Executive: Strong', 
                                       ifelse(exec_parties_4510 &gt; as.numeric(min(dta_gov$exec_parties_4510, na.rm = TRUE)) &amp; exec_parties_4510 &lt; as.numeric(max(dta_gov$exec_parties_4510, na.rm = TRUE)), 'Medium', 
                                              'Executive: Weak')))

dta_effect_exec_parties$exec_parties_print &lt;- factor(dta_effect_exec_parties$exec_parties_print, 
                                                     levels = c(&quot;Executive: Strong&quot;, &quot;Medium&quot;, &quot;Executive: Weak&quot;))

ggplot(data = dta_effect_exec_parties, aes(x = electoral_cycle_cabinet, y = fit)) +
    geom_ribbon(aes(ymin = lower, ymax = upper), fill = &quot;grey80&quot;) +
    geom_line() + 
    facet_wrap(~exec_parties_print) +
    scale_x_continuous(breaks = c(0, 0.2, 0.4, 0.6, 0.8, 1)) +
    xlab(&quot;Electoral Cycle&quot;) +
    ylab(&quot;Expected Absolute Poll Change&quot;) </code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig A5d: Federal unitary dimension ----
dta_effect_fed_unitary &lt;- as.data.frame(Effect(c(&quot;electoral_cycle_cabinet&quot;, &quot;fed_unit_4510&quot;),
                                               reg_lijphart, 
                                               xlevels=list(fed_unit_4510=c(as.numeric(min(dta_gov$fed_unit_4510, na.rm = TRUE)), 
                                                                            as.numeric(mean(dta_gov$fed_unit_4510, na.rm = TRUE)),
                                                                            as.numeric(max(dta_gov$fed_unit_4510, na.rm = TRUE))), 
                                                            electoral_cycle_cabinet=seq(0,1,.01)))) %&gt;% 
    mutate(fed_unit_print = ifelse(fed_unit_4510 == as.numeric(min(dta_gov$fed_unit_4510, na.rm = TRUE)), 'Unitary', 
                                   ifelse(fed_unit_4510 &gt; as.numeric(min(dta_gov$fed_unit_4510, na.rm = TRUE)) &amp; fed_unit_4510 &lt; as.numeric(max(dta_gov$fed_unit_4510, na.rm = TRUE)), 'Medium', 
                                          'Federal')))

dta_effect_fed_unitary$fed_unit_print &lt;- factor(dta_effect_fed_unitary$fed_unit_print, 
                                                levels = c(&quot;Unitary&quot;, &quot;Medium&quot;, &quot;Federal&quot;))

ggplot(data = dta_effect_fed_unitary, aes(x = electoral_cycle_cabinet, y = fit)) +
    geom_ribbon(aes(ymin = lower, ymax = upper), fill = &quot;grey80&quot;) +
    geom_line() + 
    facet_wrap(~fed_unit_print) +
    scale_x_continuous(breaks = c(0, 0.2, 0.4, 0.6, 0.8, 1)) +
    xlab(&quot;Electoral Cycle&quot;) +
    ylab(&quot;Expected Absolute Poll Change&quot;) </code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig. A5e: Effect plot: Government dissolution power -----
eff_gov_diss &lt;- data.frame(Effect(c(&quot;electoral_cycle_cabinet&quot;, &quot;diss_gov&quot;), reg_gov_diss,
                                  xlevels=list(diss_gov=c(0,8.5), 
                                               electoral_cycle_cabinet = seq(0,1,0.01))))

ggplot(eff_gov_diss, aes(x = electoral_cycle_cabinet,
                         y = fit, ymin = lower, ymax = upper, 
                         fill = factor(diss_gov), 
                         linetype = factor(diss_gov))) + 
    geom_line() +
    geom_ribbon(alpha = 0.3,
                aes(ymin = lower, ymax = upper)) + 
    scale_fill_manual(values = c(&quot;grey60&quot;, &quot;dodgerblue2&quot;), name = &quot;Government Dissolution Power&quot;, 
                      labels = c(&quot;Lowest (0)&quot;, &quot;Highest (8.5)&quot;),
                      guide = guide_legend(reverse = TRUE)) +
    scale_linetype_manual(values = c(1, 2), 
                          name = &quot;Government Dissolution Power&quot;, 
                          labels = c(&quot;Lowest (0)&quot;, &quot;Highest (8.5)&quot;),
                          guide = guide_legend(reverse = TRUE)) +
    labs(x = &quot;Electoral Cycle&quot;, y = &quot;Expected Absolute Poll Change&quot;) +
    theme(legend.justification = c(0, 0),
          legend.position = c(0.4, 0.7))</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig. A6a = Fig. 2b ----


## Fig. A6b: Effect plot: Single party government (with combined model) ----
eff_single_party_gov_combined &lt;- data.frame(Effect(c(&quot;electoral_cycle_cabinet&quot;, &quot;single_party_cabinet&quot;), 
                                                   reg_combined,
                                                   xlevels= 30))

ggplot(eff_single_party_gov_combined, aes(x = electoral_cycle_cabinet,
                                          y = fit, ymin = lower, ymax = upper, 
                                          fill = factor(single_party_cabinet), 
                                          linetype = factor(single_party_cabinet))) + 
    geom_line() +
    geom_ribbon(alpha = 0.3,
                aes(ymin = lower, ymax = upper)) + 
    scale_fill_manual(values = c(&quot;grey60&quot;, &quot;dodgerblue2&quot;), name = &quot;Single Party Government&quot;, 
                      labels = c(&quot;No&quot;, &quot;Yes&quot;),
                      guide = guide_legend(reverse = TRUE)) +
    scale_linetype_manual(values = c(1, 2), 
                          name = &quot;Single Party Government&quot;, 
                          labels = c(&quot;No&quot;, &quot;Yes&quot;),
                          guide = guide_legend(reverse = TRUE)) +
    labs(x = &quot;Electoral Cycle&quot;, y = &quot;Expected Absolute Poll Change&quot;) +
    theme(legend.justification = c(0, 0),
          legend.position = c(0.4, 0.7))</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig. A5c = Fig. 2c ----


## Fig. A6d: Effect plot: PM dissolution power (with combined model) ----
eff_pm_diss_combined &lt;- data.frame(Effect(c(&quot;electoral_cycle_cabinet&quot;, &quot;diss_pm&quot;), reg_combined,
                                          xlevels=list(diss_pm=c(0,10), 
                                                       electoral_cycle_cabinet = seq(0,1,0.01))))

ggplot(eff_pm_diss_combined, aes(x = electoral_cycle_cabinet,
                                 y = fit, ymin = lower, ymax = upper, 
                                 fill = factor(diss_pm), 
                                 linetype = factor(diss_pm))) + 
    geom_line() +
    geom_ribbon(alpha = 0.3,
                aes(ymin = lower, ymax = upper)) + 
    scale_fill_manual(values = c(&quot;grey60&quot;, &quot;dodgerblue2&quot;), name = &quot;PM Dissolution Power&quot;, 
                      labels = c(&quot;Lowest (0)&quot;, &quot;Highest (10)&quot;),
                      guide = guide_legend(reverse = TRUE)) +
    scale_linetype_manual(values = c(1, 2), 
                          name = &quot;PM Dissolution Power&quot;, 
                          labels = c(&quot;Lowest (0)&quot;, &quot;Highest (10)&quot;),
                          guide = guide_legend(reverse = TRUE)) +
    labs(x = &quot;Electoral Cycle&quot;, y = &quot;Expected Absolute Poll Change&quot;) +
    theme(legend.justification = c(0, 0),
          legend.position = c(0.52, 0.7))</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig. A7a = Fig. A2b ----


## Fig. A7b: Effect plot: Single party government (with combined model and more than three cycles per country) ----
eff_single_party_gov_combined_subset &lt;- data.frame(Effect(c(&quot;electoral_cycle_cabinet&quot;, &quot;single_party_cabinet&quot;), 
                                                          reg_combined_subset,
                                                          xlevels= 30))

ggplot(eff_single_party_gov_combined_subset, aes(x = electoral_cycle_cabinet,
                                                 y = fit, ymin = lower, ymax = upper, 
                                                 fill = factor(single_party_cabinet), 
                                                 linetype = factor(single_party_cabinet))) + 
    geom_line() +
    geom_ribbon(alpha = 0.3,
                aes(ymin = lower, ymax = upper)) + 
    scale_fill_manual(values = c(&quot;grey60&quot;, &quot;dodgerblue2&quot;), name = &quot;Single Party Government&quot;, 
                      labels = c(&quot;No&quot;, &quot;Yes&quot;),
                      guide = guide_legend(reverse = TRUE)) +
    scale_linetype_manual(values = c(1, 2), 
                          name = &quot;Single Party Government&quot;, 
                          labels = c(&quot;No&quot;, &quot;Yes&quot;),
                          guide = guide_legend(reverse = TRUE)) +
    labs(x = &quot;Electoral Cycle&quot;, y = &quot;Expected Absolute Poll Change&quot;) +
    theme(legend.justification = c(0, 0),
          legend.position = c(0.4, 0.7))</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig. A7c = Fig. A2c ----


## Fig. A7d: Effect plot: PM dissolution power (with combined model and more than three cycles per country) ----
eff_pm_diss_combined_subset &lt;- data.frame(Effect(c(&quot;electoral_cycle_cabinet&quot;, &quot;diss_pm&quot;), reg_combined_subset,
                                                 xlevels=list(diss_pm=c(0,10), 
                                                              electoral_cycle_cabinet = seq(0,1,0.01))))

ggplot(eff_pm_diss_combined_subset, aes(x = electoral_cycle_cabinet,
                                        y = fit, ymin = lower, ymax = upper, 
                                        fill = factor(diss_pm), 
                                        linetype = factor(diss_pm))) + 
    geom_line() +
    geom_ribbon(alpha = 0.3,
                aes(ymin = lower, ymax = upper)) + 
    scale_fill_manual(values = c(&quot;grey60&quot;, &quot;dodgerblue2&quot;), name = &quot;PM Dissolution Power&quot;, 
                      labels = c(&quot;Lowest (0)&quot;, &quot;Highest (10)&quot;),
                      guide = guide_legend(reverse = TRUE)) +
    scale_linetype_manual(values = c(1, 2), 
                          name = &quot;PM Dissolution Power&quot;, 
                          labels = c(&quot;Lowest (0)&quot;, &quot;Highest (10)&quot;),
                          guide = guide_legend(reverse = TRUE)) +
    labs(x = &quot;Electoral Cycle&quot;, y = &quot;Expected Absolute Poll Change&quot;) +
    theme(legend.justification = c(0, 0),
          legend.position = c(0.52, 0.7))</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig A8a Effect plot: Basic model with lagged DV ----
eff_base_lag &lt;- data.frame(Effect(&quot;electoral_cycle_cabinet&quot;, reg_base_lag,
                                  xlevels = 30))

ggplot(eff_base_lag, aes(x = electoral_cycle_cabinet,
                         y = fit, ymin = lower, ymax = upper)) + 
    geom_line() +
    geom_ribbon(fill = &quot;grey50&quot;, alpha = 0.3,
                aes(ymin = lower, ymax = upper)) + 
    labs(x = &quot;Electoral Cycle&quot;, y = &quot;Expected Absolute Poll Change&quot;)</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig A8b = Fig 2a ----

## Fig A8c: Effect plot: Basic model percentage ----
eff_base_perc &lt;- data.frame(Effect(&quot;electoral_cycle_cabinet&quot;, reg_base_percentage,
                                   xlevels = 30))

ggplot(eff_base_perc, aes(x = electoral_cycle_cabinet,
                          y = fit, ymin = lower, ymax = upper)) + 
    geom_line() +
    geom_ribbon(fill = &quot;grey50&quot;, alpha = 0.3,
                aes(ymin = lower, ymax = upper)) + 
    labs(x = &quot;Electoral Cycle&quot;, y = &quot;Expected Poll Change (in %)&quot;)</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig. A9: GDP change ----
dta_effect_gdp &lt;- as.data.frame(Effect(c(&quot;electoral_cycle_cabinet&quot;, &quot;gdp_change_lag&quot;),
                                       reg_combined_gdp, 
                                       xlevels=list(gdp_change_lag=c(as.numeric(min(dta_gov_base_combined$gdp_change_lag, na.rm = TRUE)), 
                                                                     as.numeric(mean(dta_gov_base_combined$gdp_change_lag, na.rm = TRUE)),
                                                                     as.numeric(max(dta_gov_base_combined$gdp_change_lag, na.rm = TRUE))), 
                                                    electoral_cycle_cabinet=seq(0,1,.01)))) %&gt;% 
    mutate(gdp_change_lag_print = ifelse(gdp_change_lag == as.numeric(min(dta_gov_base_combined$gdp_change_lag, na.rm = TRUE)), 'GDP Change: Low', 
                                         ifelse(gdp_change_lag &gt; as.numeric(min(dta_gov_base_combined$gdp_change_lag, na.rm = TRUE)) &amp; gdp_change_lag &lt; as.numeric(max(dta_gov_base_combined$gdp_change_lag, na.rm = TRUE)), 'GDP Change: Medium', 
                                                'GDP Change: High')))

dta_effect_gdp$gdp_change_lag_print &lt;- factor(dta_effect_gdp$gdp_change_lag_print, 
                                              levels = c(&quot;GDP Change: Low&quot;, &quot;GDP Change: Medium&quot;, &quot;GDP Change: High&quot;))

ggplot(data = dta_effect_gdp, aes(x = electoral_cycle_cabinet, y = fit)) +
    geom_ribbon(aes(ymin = lower, ymax = upper), fill = &quot;grey80&quot;) +
    geom_line() + 
    facet_wrap(~gdp_change_lag_print) +
    scale_x_continuous(breaks = c(0, 0.2, 0.4, 0.6, 0.8, 1)) +
    xlab(&quot;Electoral Cycle&quot;) +
    ylab(&quot;Expected Absolute Poll Change&quot;) </code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig. A10: GDP change (standardised) ----
dta_effect_gdp_stand &lt;- as.data.frame(Effect(c(&quot;electoral_cycle_cabinet&quot;, &quot;gdp_change_lag_stand&quot;),
                                             reg_combined_gdp_stand, 
                                             xlevels=list(gdp_change_lag_stand=c(as.numeric(min(dta_gov_base_combined$gdp_change_lag_stand, na.rm = TRUE)), 
                                                                                 as.numeric(mean(dta_gov_base_combined$gdp_change_lag_stand, na.rm = TRUE)),
                                                                                 as.numeric(max(dta_gov_base_combined$gdp_change_lag_stand, na.rm = TRUE))), 
                                                          electoral_cycle_cabinet=seq(0,1,.01)))) %&gt;% 
    mutate(gdp_change_lag_stand_print = ifelse(gdp_change_lag_stand == as.numeric(min(dta_gov_base_combined$gdp_change_lag_stand, na.rm = TRUE)), 'GDP Change: Low', 
                                               ifelse(gdp_change_lag_stand &gt; as.numeric(min(dta_gov_base_combined$gdp_change_lag_stand, na.rm = TRUE)) &amp; gdp_change_lag_stand &lt; as.numeric(max(dta_gov_base_combined$gdp_change_lag_stand, na.rm = TRUE)), 'GDP Change: Medium', 
                                                      'GDP Change: High')))

dta_effect_gdp_stand$gdp_change_lag_stand_print &lt;- factor(dta_effect_gdp_stand$gdp_change_lag_stand_print, 
                                                          levels = c(&quot;GDP Change: Low&quot;, &quot;GDP Change: Medium&quot;, &quot;GDP Change: High&quot;))

ggplot(data = dta_effect_gdp_stand, aes(x = electoral_cycle_cabinet, y = fit)) +
    geom_ribbon(aes(ymin = lower, ymax = upper), fill = &quot;grey80&quot;) +
    geom_line() + 
    facet_wrap(~gdp_change_lag_stand_print) +
    scale_x_continuous(breaks = c(0, 0.2, 0.4, 0.6, 0.8, 1)) +
    xlab(&quot;Electoral Cycle&quot;) +
    ylab(&quot;Expected Absolute Poll Change&quot;) </code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code># Fig. A11: Plot with early/regular/failure elections ----
dta_election_type &lt;- dta %&gt;% 
    dplyr::select(early_election_type, country_code, elecyear, election_id) %&gt;% 
    unique() %&gt;% 
    group_by(country_code, early_election_type) %&gt;% 
    dplyr::summarise(number_elections = n())

ggplot(dta_election_type, aes(x = early_election_type, y = number_elections)) +
    geom_bar(stat = &quot;identity&quot;, width = 0.5) +
    facet_wrap(~country_code) +
    coord_flip() + 
    geom_text(aes(label = number_elections), hjust = -0.2, size = 3.5) + 
    labs(y = &quot;Number of elections&quot;, x = &quot;Election type&quot;) +
    scale_y_continuous(limits = c(0, 22), breaks = c(seq(0, 20, 5))) </code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig. A12: Election type ----
dta_effect_early_election_type &lt;- as.data.frame(Effect(c(&quot;electoral_cycle_cabinet&quot;, &quot;early_election_type&quot;),
                                                       reg_combined_elec_type,
                                                       xlevels=list(electoral_cycle_cabinet=seq(0,1,.01)))) %&gt;% 
    mutate(early_election_type_print = paste(&quot;Type:&quot;, early_election_type, sep = &quot; &quot;))

dta_effect_early_election_type$early_election_type_print &lt;- factor(dta_effect_early_election_type$early_election_type_print, levels = c(&quot;Type: Regular&quot;, &quot;Type: Opportunistic&quot;, &quot;Type: Failure&quot;))

ggplot(data = dta_effect_early_election_type, aes(x = electoral_cycle_cabinet, y = fit)) +
    geom_ribbon(aes(ymin = lower, ymax = upper), fill = &quot;grey80&quot;) +
    geom_line() + 
    facet_wrap(~early_election_type_print) +
    scale_x_continuous(breaks = c(0, 0.2, 0.4, 0.6, 0.8, 1)) +
    xlab(&quot;Electoral Cycle&quot;) +
    ylab(&quot;Expected Absolute Poll Change&quot;) </code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## Fig A13a: Effect plot: Basic model with a different electoral cycle operationalisation  ----
eff_base_combined_planned &lt;- data.frame(Effect(&quot;electoral_cycle_cabinet&quot;, reg_combined,
                                               xlevels = 30))

ggplot(eff_base_combined_planned, aes(x = electoral_cycle_cabinet,
                                      y = fit, ymin = lower, ymax = upper)) + 
    geom_line() +
    geom_ribbon(fill = &quot;grey50&quot;, alpha = 0.3,
                aes(ymin = lower, ymax = upper)) + 
    labs(x = &quot;Electoral Cycle (actual length)&quot;, y = &quot;Expected Absolute Poll Change&quot;)</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code>## Fig A13b: Effect plot: Basic model with a different electoral cycle operationalisation  ----
eff_base_combined_actual_cycle &lt;- data.frame(Effect(&quot;electoral_cycle_planned&quot;, reg_combined_actual_cycle,
                                                    xlevels = 30))

ggplot(eff_base_combined_actual_cycle, aes(x = electoral_cycle_planned,
                                           y = fit, ymin = lower, ymax = upper)) + 
    geom_line() +
    geom_ribbon(fill = &quot;grey50&quot;, alpha = 0.3,
                aes(ymin = lower, ymax = upper)) + 
    labs(x = &quot;Electoral Cycle (planned length)&quot;, y = &quot;Expected Absolute Poll Change&quot;)</code></pre>
<p><img 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IAe7mBKuIzyk61nk7JxWQOqoLAeIQHdpF6I/vHWs0mZuLyHoAoKqxEQ0O6++e6Nm901+DT3zz/eej4pE6egQCcgoJvTO5D2p/KJD0FnDKiCAqm9Dug+m6fjzm2it8A/3npGSROXN6AKCuvwOqCDlZd+fE58JX7OgK7pEFRBYRUmBTTVKnaPt55T0sIpKNBSQBUUSKulgK7qZVAFheUT0Fi5D0EVFBavqYAqKJBSWwFVUCAhAX1D7oAqKCxbUEDHrOVz4W8k7ZtDUGhbawFdWUElFJZMQN+ioNCyNlakH0rbt+wBVVBYrvYCuraTeAWFxRLQNykotKvBgCookIaAvi1/QBUUlqnFgK7vEFRBYZGaDKiCAikIaAIKCm1qM6AKCiTQaEBXeCFJQWFxBDSJOQ5BFRSWptWAKijwtmYDqqDAuyYFtFuY6bc/f21//yvX1meUOm5zBFRBYVEmBPS4rl0X0I+Pr5m2PqfEbZvlEFRBYUnCA9qvC7oP6OYjVUFrCqiCQnOCA/rz28fH73/9+LwPaFfQJOsplw2oggLvCQ7o7uPjy69fx4B2J/Ffsmx9XqnbNktAFRQWIzigm4/u0lEf0P3haJILSbUFVEGhKaEB3SezO+bsA7o/BF3rZyJdSZ02BYWmhAb07z8O141OAd29COiPz/0Fp4lbn1vqtCkotCRLQC8f5PniOLW6gCootCTyFH7z7DXQ4QchPy9o8YBmOARVUGjGhItIXQv7gO4T+enxz9x+9BfpuxtGn3zfEgK61pN4BYUFmHIb06dTQLt7Qh/fSd8dgPZ/u31xCFphQBUU2hH+TqTD3fOHgHZHmE/O4HeXw87npV1EQFd7Eq+gUNzkt3K+fmlzeJf9pr2AKig0Y8JiIt3hZNjF9YvN81uZlhBQBQUiTVrOrk9o+D30+6PWp+9YWkRAFRSIk3dB5av3zH+MSbm1aMnDNldAFRSKyhrQH58HB6Cj/aw0oPMVVEKhoPB3Il29mPn0RvqTfT+HZ/vLDeiKT+IVFAqKDujrF0J3r18tXUpAFRSIEBfQv/+4aeP5HqfLdwX0s+KAKig0ICCg29Fz7+tT+PuAbp7ebP9o68Wkz5qCQvUCAnp1B/3Zl/Hv6QPa3fD09F3wD7ZeTvqszRdQCYUyQk7hdy/7eatbDjTkMz8WFFAFBaaKvIj03L6fYd9de0AVFKqWI6D78/nAb15SQBUUmCjDjfSvlmB6tvWi0kdNQaFqGQJ685Lp0ldjusgQtTkDKqEwtwmfiXTt4T2eg0WbVhZQBQUmSR/Q2+9cUUDXfhKvoDCv9AF9a+ulpU+agkK9Yl4D3Z+kBywlErX10jIkTUGhWnEXkbaJCrq4gFZQUAmF2cQFdH8MGnij0sStl5ehaDMHVEFhLpG3MSU6BG0joAoKlYoOaJ0XkX5VcRKvoDAPAb2TIWgKClWKC+irT9uM3voS5AiagkKNogLa3RQasNpnxNYXIUfQZi+ohEJ+sTfST1jcbsrWlyFHz2YPqIJCdrEBDVkuOWLrC5GjZwoK1YkLaJIrSGNbX4gcOZv/JF5BIbMMy9m9s/WlyJEzBYXaCOi4HDkrUFAJhZwEdFyWmiko1EVAH8hSswIBVVDI53VAxz8WvuJ3IvWy1ExBoSYC+lCOmJU4iVdQyEVAH8oSsyIFlVDIw2ugj2VpmYJCPQT0iSwtU1CohoA+kadlCgq1mBTQ/uXQVG/kXHxAFRR4ZkJAB1eTan8v/Fmeliko1CE8oFdX49OsZrf8gFZVUAmFxIID+vPbvpvHj+Lc7f9U68ca38qUMgWFGgQHdDeIZhfTWj/W+FamlBUqqIRCSsEB3Qxf+Nyfzlf8kR7XMpVMQWH9QgO6P+gcLkJf7+fC38lVMgWF1ZuwIv3wpH3XwFs5T3KVrFBAJRSSEdDXcoVMQWHlnMK/lqtjpU7iFRQScREpQK6OlSuohEIKbmMKkStjCgqr5kb6ILkypqCwZpFv5Uz0ZvjVBLTGgkoovMtiImGyVUxBYb0sZxcoW8VKFlRC4S0WVA6VLWIKCmsloMGyRUxBYaWmB/TH51TX4AW0V7SgEgrRJl1E6rrZ9bOhBZWH8jVMQWGVwgO6O1w9OtwOmuxC0roCqqDAleCAdkee++PO/f/s27n9uHpnfLqtL1y+hpUtqIRClOCA7pv56fg/XTo3Tb0X/ixjwhQU1mfCakzdK6D7/zm8/NnUcnYDGROmoLA6E9cD3f/PoZytBrTigkooTDYxoLvjiXy7AVVQ4GxiQDf9ikxNLah8JWfBFBTWZdqK9KeXQBtbUPlKzoKVLqiEwiQTVqTfp3N7fBNSd0tTUwsqX8kZsOIFlVCYYNJ9oB/HNZU37S2ofCVnvxQUViT8nUjbQz+7cG4bXFB5KGu/yhdUQiHUhPfCd5/k0V+CT3L+Prb1dciar/IBVVAIZDm7GFnztYCCSigEEdAoOeO1gJN4BYUgAhola7wWUVAJhdcmBbS/Et/kZyLdyNquZRRUQuGViReReonWU15xQBUUmHwb00ma6/ArDmgTBZVQeGrSjfT9ufvgj6m3viJ5y6WgsAIT3so5OOrsV1dOv/U1yVuupRRUQuGxCYuJDJO5aXY1poG84VJQWLyJy9mdtLse6FDecC2moBIKDwjoO/J2azkFlVAYNeE10E8P/yvd1lcmc7YUFJZtylX4yycZ7xLdCbr2gDZUUAmFe+H3ge7O98/vT+cT3Um/+oAqKLTsdUD3uRzjNdCjzNVaUkElFG4I6JtyR0tBYbkE9F25o7WogkooDFnO7m25m7WsgkooXAjo+3InS0FhoSID6kb6gezJWlhBJRR6MQH9+c1roFeyF0tBYZGmB3TnItKd7MVaWkElFDoTA3o4+Pz4SLSaXTUBVVBo0qSA7lLewjS69bXKH6zFFVRCYUJAzwefaT7NY3zrq5W/V8srqITSvNCAXj5RLslKyo+2vl75c7XAgkoojQsK6Ong8/e/9n8S0HH5a7XEgkooTQsI6G7wUcYC+tAMsfqnhMKihL4Xvl8LVEAfm6FVCgqLEhTQy0rKAvrEHLFaZEEllFaFHoH2dy4J6DNztGqZBZVQ2hTwGujpEtKXXwL63CypWmhBJZQWhd3GdH77poA+NUupllpQCaU9ofeBnm+jF9BnZgnVYgsqobRmwls5T/fSeyfSE7N0SkFhGSa9F/50GOq98A/N06nlFlRCacrU5exOh6FWY3pgnkwtuKASSkOmrwfaH4ZaD/SBeSq15IJKKM2I+kiPnYA+MU+kFl1QCaURkZ+J9PObgD40T6OWXVAJpQk+lTODeRKloFCagGYwU6IWXlANpX4CmsNMgVp8QSWUygloFjP1afkFlVCqJqB5zJSnFRRUQqmYgGYyU52WucTyjdK/C8hFQHOZKU6rKKiEUikBzWW2OK2ioBJKlQQ0m9natI6CSigVEtB8ZkvTSgqqoVRHQDOaLUzreCG0U/pXAkkJaE6zdWk9BZVQahL6qZx3LCYSYr4uraegEko9BDSrGbO0ooJKKLUQ0LxmrNKaCiqh1CH8NdDdx8dvfx7+1CU1zSfL1R9QBX2k9C8GEggO6I/PH1/O/7E7tTT11is0Y5NWdCmpU/o3A28LDujm6nPkNmk+Va6FgCroE6V/N/Ce0IDuT9uHZ+07r4EGm7VIayuohLJqAprfrEFaXUE1lBULDejPbzen8L//lWPrdZo1RyssqISyVhNeAx0cgm4/vAY6xaw1Wt0LoQelf0UQY8pV+NNpe/dHV+EnmbVF6yyohLJC4feBbq/uo3cf6DTztmidBdVQVmfCYiK7Sz7THH8KaDZrLaiEsi6TVmPq39WZ5AL8+NbrNXOIVltQCWVNLGc3l5k7tNIXQg9K/6oglIDOZuYKrbmgEspKTD6F/+3PX9sk94CObr1qc1dozQXVUFZhQkCPr4B2AU11Eb6xgCroNKV/XfBSeED7K0j7gG7cxhRn9gStvKAaytIFB/Tnt4+P3//68bm7g2mT6kp8YwFV0OlK/8rgmeCA7j669UCPAe1O4r88+L73tl672fuz6ktJvdK/NHhownvhu0tHfUD3h6MWE4kye31qKKiEslQTVmPqjjn7gO4PQS1nF2f++tRQUAllmSauB3oKqPVAYxWITxUF1VCWSEDnViA9lRRUQ1mcyFN4CyrHKxCeKl4IPSr924OhCReRumPOPqD741ELKkcrkJ2KCqqhLMiU25g+nQLa3ROa5E76NgNaoqD1nMYflP4NwlH4O5EOd88fAtotrZzm7fCNBlRBEyj9O4RfEW/l/Ei5JGirAS1V0LoSqqEUN2Exke7EPW0/2w2ogiZS+vdI4yYtZ9cn1Ir0CRTJTYUF1VBKsqByKUViU+NB6HcNpRgBLaZIaiotqIZSRvg7ka4+idON9AmUKU21Cf2uoswuOqDeyvm+MpWpuaDfRZRZxQX07z8ENIVCjam7oN9FlNkEBHT7McYpfAqFAlP5QehB6V8tTQgI6NUd9GdWpE+iUF1aKOh3ESW7kFP4Xa5+CmixgtZ/Gn9S+hdM1SIvIuXaeoNKhaWRg9CD0r9jqiWgxZWqSksF/S6iZOFG+vKKNaWtgn4XUS4SjY0pAd0eFwH9+49kb4YX0IMSLTlo7CD0oPQvmyJyjYtpy9kdAvrj80ea9egF9GSGboxrsaDfRbQFM42J4IAeVmI6XHs/XJRPU1AB7eWoRJg2C9op/TsnrTLDITig24+P82Wk7tZ6H+mRVJIkRGn0ILRX+vdOvEWMhAmfyjl45XN/Fu9D5ZJKOxgmabugndK/fIIschBM+Fz44b3zW2/lTCzv6HhOQkV0edYxACYEdHjSvrOYSGozj5crCnpUegywut+9gC5GubHzveVrSXdKj4P2lP6NH0Q+9gmvgQ5P2i2onEHR8eMgdKj0UGhA6V/xrcinMeUq/OVF0J3VmHIoOoAUdETpEVGb0r/PJyKfUXBAu/vo+/uYuj+meTOSgF4rO4Qk9JHS42LdSv/2wkQ+ufB3Il0vapfkNlABvVV2DCnoc6VHx5qU/l1NFvk8J7wXvnsLZy/VykwCeqvwKJLQEKUHyWKV/sW8I/IpT1qNqV+bPt3CdgJ6p/AwUtBwpYfKApT+FSQUuQcsZ7c0pQeShE5UesDMqvTOzidyhwjo4pQeSQoar/TYSa/0Hp1N5P6ZfAq/P3/fJrkHdHTr/FrAmJXQBEqPokild1sxkftrQkCPr4B2AU11EV5Ax5UeS4eCSmgypcfTE6V3zXJE7sBpCyofA7pxG1NmpQeTg9AZNDemli1yt05aUPn3v3587i7Bb9xIn1np0fRdQmlL5EwNDujx3ZvHgF6/r/MNAvpI6eH0XUFpSuREDQ7ocfmQPqA3S4tEE9CHSo+njoTSjMh5OmE1pu6Ysw/o/hDUcnaZlR5QHQWlFZHTdOJ6oKeAWg80v9Ij6kBCaUPkLBXQ5So9pA7c0UQTIidp5Cm8BZXnUHpMHSkoDYicoxMuInXHnH1A98ejPpVzBqUHVU9CqV7kFJ1yG9OnU0C7e0J9LvwMSg+qEwWldpFTNPydSIe75w8B3X58pDmDF9CXSg+rEwmlbpETdPJbOY/SvBFJQF8rPa5OFJSqRc7PCYuJdCfuafspoAFKD6wzCaVikdNz0nJ2fUJT5VNAg5QeWWfuaKJekbPTgsrLV3poXSgotYqcnAK6AqXH1oCEUqfIuSmga1B6cA0oKFWKnJqTAtp/sHGyT/QQ0FClR9eQhFKhyJk5IaC75HcxCWiw0sNrSEGpT+TEDA/odnAbaKqPhhfQYKXH1xUJpTaR8zI4oN3pe3/gOfjjmwQ0XOkBdsUdTVQmclpOWExk8PZ3H+lRQOkRdk1CqUrkrJywHugwmZazK6D0ELuhoFQkclKGB/TqZU8LKpdQeozdklCqETknBXRNSg+yW87jqUXklJzwGuinh/8VTUAnKj3K7kgodYickVOuwl9eBN1ZULmQ0sPsnoRSg8gJGX4f6L6g/Vl8tzJokovwAjpd6XE2QkJZv8j5OOEq/Jg3XwkV0OlKD7QxCsraRU5HAV2d0iNtlISybpGzUUDXp/RQG+U8nlWLnIyWs1uh0mNtnISyYpFzUUDXqPRge0BCWa3IqZgzoD8+v7rZSUAjlR5tj0goKxU5EzMGtHvZVEAzKT3cHlJQVilyIoZfRLpu4c//+fLy0eZDQPMpPd4ek1BWKHIeTrgKP1x/KYd5g4cAABd/SURBVOC98IcF7AU0m9ID7jHn8axP5DScdBvT18F/vAro8b4nAc2n9Ih7QkJZm8hZOGlF+v4gdBPwyXI/v338438JaFalh9wzEsq6RE7CCReRDt38cizpy89E2u7juRXQvEqPuacklDWJnINTrsL3n2r8EbCUyGHtJgHNrfSge05CWY/IKTjtNqbDQWjAUqD7E/j9Kb6AZld61L0goaxF5AycFNB9F8PeAL85nOPfBHT0zfRRD5qL0uPuhX9qKKsQOf+mBPTyyfAvTuF3x++4DuhoPwX0baUH3isSyhpETr9JCyofLh4d7k96ehHpdM+oI9BZlB55r0koixc5+0IDejx7P776uXvxQuimP8n3Gug8Sg+9ABLKwkVOvik30p9f++xqev1C6Hm50P2h6bmbAjqT0mMvhISyaJFzb0JAhzG8fSvnIKD7U/3+6FRAZ1N69IWQUBYscuYFB/R/XL/z6GYxkUFAtzevcj674CSgqZQefkEklMWKnHjpl7MT0CJKj78wEspCRc47Aa1F6QEYyF1NLFLktIsM6Cbk4+S8Bjqr0iMwlISyQJGz7nVA//5j5JYlAV2i0mMwmISyNJFzbkpAd5fzcQFdpNKDMJyEsiyRU05Aq1J6FE4goSxJ5IwT0LqUHoZTeDGU5YiccDkDGrF13lV6HE4ioSxF5HwT0OqUHonTaCiLEDnbBLQ+pYfiRBLKAkRONgGtUOmxOJmGUlrkXBPQGpUejNNJKGVFTjUBrVLp0RhDQykocqYJaJ1KD8coEkoxkRNNQGtVekDGkVDKiJxmQQEdI6BLV3pERnIYSgmRs0xA61V6SMaSUOYXOckEtGKlx2Q8DWVmkXMs/YLKb22dpEoPyjdIKLOKnGICWrfSw/IdGsp8IieYgFau9Lh8i4Qyl8j5JaC1Kz0w36ShzCJyeglo9UqPzHdJKDOInF0CWr/SQ/N9GkpukZNLQFtQenC+758aSlaRU0tAm1B6dKagoWQUObMEtA2lh2caGkoukRNLQBtRenymoqFkETmvBLQVpQdoOhpKepHTSkCbUXqEpqShJBY5qwS0IaXHaFIaSkqRc0pAW1J6kCamoSQTOaUEtC2lh2lqGkoakRNKQBtTepymp6EkEDmfBLQ5pUdqBv8UUd4UOZsEtD2lh2oW/xRR3hE5mQS0QaXHajYiSqzIuSSgTSo9WjMSUWJEziQBbVPp4ZqXiDJV5EQS0FaVHrC5iShTRE4jAW1W6RE7AxElVOQsEtB2lR6y8xBRQkROIgFtWelBOxcR5ZXIKSSgTSs9amckok375yuRM0hAG1d6YM9KRNvxspgCSgqlB/rcLlOm9CMhqed9fPnPI6ePgDLD4F6YKROLpXqzmDciJ4+A0mBBD2R0XV6cg7/50yPnjoDSbEE7KrpUL3qZ+vcVOXUElE7awbg6MroQ8wXzVuTEEVAO8o7OVVDRQkr08k7kvBFQejMP2KUqOIebsohqDkTOGgHlpNzgXZyFTOrqLK2aA5GTRkA5Kz2GF2dxs3yVFlzNgcg5I6AMlB7Fi7Toeb9U66jmQOSMEVCulB7Hi7WWEJS0umoORM4XAeVa6YG8cOsrQ07jxVzlvomcLgLKrdJDeQVWnYp3PC7m2ndF5GQRUO6UHstrUVdBxtVbzBuRc0VAGVF6NK9JXW15Hsy1PqsAkTNFQBlTejiv1Oqq86KXi37saUVOFAFlXOkBvXZLS9PLx9NYMG9FThMB5YHSI7oege0qofSuWY7IWSKgPFR6TNdNKhclco4IKI+VHtQwl8gpIqA8U3pYwzwiJ4iA8lTpcQ2ziJwfAsoLpUc2zCBydggor5Qe2pBf5OQQUF4rPbght8ipIaAEKD26IbPImSGgBCk9viGryHkhoIQpPcAhp8hpIaCEKj3EIZ/ISSGgBCs9xiGbyDkhoExQepRDJpEzQkCZovQwhzwiJ4SAMk3pgQ45RE4HAWWi0iMdMoicDQLKZKXHOiQXORcElOlKD3ZILXIqCCgxSg93SCtyIggoUUqPd0gqch4IKJFKj3hIKHIWCCjRSo95SCZyDggobyg96iGRyBkgoLyl9LiHJCLHv4DyptIjHxKIHP0CyrtKD314X+TgF1DeV3rww7sih76AkkLp4Q/viRz4AkoapScAvCNy2AsoqZSeAhAvctALKOmUngQQK3LICygJlZ4FEClyxAsoSZWeBxAlcrwLKImVngkQIXK0CyjJlZ4LMFnkWBdQMig9G2CiyJEuoGRRej7AJJHjXEDJo/SEgCkih7mAkk3pOQHBIse4gJJR6VkBgSJHuICSVel5AUEix7eAklnpmQEBIke3gJJd6bkBL0WObQFlBqVnB7wQObIFlFmUnh/wVOS4FlBmUnqGwBORo1pAmU/pSQKPRA5pAWVOpacJjIsc0ALKvEpPFBgTOZwFlLmVnipwL3IwCyjzKz1Z4FbkUBZQSig9XeBa5EAWUMooPWFgKHIYCyillJ4ycBE5iAWUgkrPGuhFjmABpajS8wYOIsevgFJa6akDAsqKlZ48EDl0BZRFKD1/aFzkuBVQFqL0DKJpkaNWQFmO0pOIdkUOWQFlSUpPI1oVOWAFlGUpPZFoU+RwFVAWp/RcokGRY1VAWaDSs4nmRI5UAWWZSk8o2hI5TAWUpSo9pWhJ5CAVUBas9KyiGZEjVEBZtNLzikZEjk8BZelKTy1aEDk4BZTlKz25qF/k0BRQ1qD09KJ2kQNTQFmL0lOMmkUOSgFlRUrPMqoVOSIFlHUpPdGoU+RwFFDWp/Rkoz6RQ1FAWaXS843KRI5DAWWtSk85ahI5CAWUNSs97ahF5AAUUFau9MyjCpGjT0BZv9KTj/WLHHoCShVKzz9WLnLcCSjVKD0HWbHIMSegVKX0PGSlIsebgFKd0nORFYocawJKjUpPR9YmcqAJKLUqPSVZk8hBJqDUrPS0ZC0iB5iAUrvSU5M1iBxcAkoDSs9OFi9yZAkojSg9Q1m0yFEloDSk9CxlsSJHlIDSmNIzlUWKHE0CSntKT1Zml2soCSitKj2nyWLeQSSgNK30dCda6aFzIKAgo2tQepCMElA4Kh0IrpQeDmEEFIZKd6NtpX/7kwko3CndkbaU/m2/Q0DhkdJlqVnp320iAgrPlU5NRUr/KtMTUAhRuj3rVfo3l5WAwgSla7QWpX9PcxFQmKx0nhaq9K+lAAGFSKV7VV7p30B5AgpvKR2xWZXe2YsjoJBM6b6lV3qPLp2AQg6lyxep9G5bGwGFzEpH8YnSu2b1BBSKkMoaCChAJAEFiCSgAJEEFCCSgAJEElCASAIKEElAASIJKEAkAQWIJKAAkQQUIJKAAkQSUIBIAgoQSUABIgkoQCQBBYgkoACRBBQgkoACRBJQgEgCChBJQAEiCShAJAEFiCSgAJEEFCCSgAJEElCASAIKEElAASIJKEAkAQWIJKAAkQQUIJKAAkQqHVCAFRNQgEglAxrn/kFjp4yxU8bYKyOS7ZQV7FsDYISdMsJOGWOvjBDQxtkpI+yUMfbKCAFtnJ0ywk4ZY6+MENDG2Skj7JQx9soIAW2cnTLCThljr4wQ0MbZKSPslDH2yggBbZydMsJOGWOvjBDQxtkpI+yUMfbKCAFtnJ0ywk4ZY6+MENDG2Skj7JQx9soIAW2cnTLCThljr4wQ0MbZKSPslDH2yggBbZydMsJOGWOvjBDQxtkpI+yUMfbKCAFtnJ0ywk4ZY6+MENDG2Skj7JQx9soIAW2cnTLCThljr4wQ0MbZKSPslDH2yoiWArqKxzg7O2WEnTLGXhmRaqfYuQCRBBQgkoACRBJQgEgCChBJQAEiCShApMUE9O8/Pva+hP3Vk2+uypPn+eNz91e//Xn675/fPs6+zvcIC3i4U8Z2QSsj5dET3X5cOfx9O0Ol8/cf//iP0S+nicpSArrpf6GXIjz5qyffXJXHz/P4y+6cRsflK5XPipCdct4FrYyUh090LKDNDJXO/v8txgKaLCoLCejl93z3bO//6sk3V+Xx8xxOgf7vdoNpUvOsePLLv98FrYyUx090LKCtDJWDzejvPl1UlhHQ7nz097+Ov9pPr/7qyTdX5cnz3J7mwub8d9sGJsOv57/8u13QykgJe6LbxoZK5/BqxX0RE0ZlGQHdDJ7HzSH0/V89+eaqPH6e3QFoPwW2p/Gxqf0g6+jZL/9uF7QyUoKe6O5YiF/NDJVfpwsF9882YVQWEdB9EAZH0l+e/9WTb67Kk+e5u/y/ZPd/sV+P/9tPj6o9++Xf7YJWRkrQE91/Tx+GRoZK/0LXv468BpoyKosI6L76ny5/vPrt3v/Vk2+uypPnOfwdb44B3Y+Aqk9Se89++Xe7oJWREvREN+cx08hQOb7Q9XXsIlLKqCwioIMg3D7f+7968s1VCXyem+OBxf6g9Ovh/3GrPlV9ulPudkErIyXkiV5O4FsZKt1u+TS+Q1JGZSkBPb2qvX/4V7/X+7968s1VCXue+5lwmBjbj9/+rb+KWPGh1tOdcrcLWhkpAU90+OVGhkrvQUCTRWURAd0MLgturh/+/V89+eaqhD3P7eBy/Ef90+LZTrnbBa2MlIAnuh1cW25kqPTGApoyKgsJ6PB+1puA3v7Vk2+uStDzPL1g011LOn7L7qPm6yVPdsr9LmhlpLx+opcrSO0Mld54QNNFZYEBvbpJ7f6vnnxzVUKe576fx9ExmCHnr9XoyU653wWtjJTXT3Rw20YzQ6X3OqDvRWWBAXUEehDwPHejb5uouRWBv/yxWVHvSHn5RB++rFfzUOk1eAQqoAevn+d4P6u+5zHwl3/cBa2MlJdP9OGdOTUPlV4TAXUVfsTL57l5cA1gV/GsCPzlH3dBKyPl5RN92Mmah0qviavwu8d3Yd3/1ZNvrsqL59ldCxi/H7rmWRH4yz9+WysjJWCoPEhCzUOlN7ZDUkZlEQH1TqQRz59n9y7fB2O/5rUiAn/5x13Qykh59UQfP/mah0qviXcieS/8iKfP83bJg+t3UtR7tvpkp9zvglZGyqsnev21VoZKbyyg1b0X3mpMY548z+F9fadvOQ2AXdVLtz3eKSO7oJWR8uKJXl8VaWaoHI2ekde2GpP1QMc8fp6nJZiuv3IcJ9u63+P8fKfc7IJWRsrzJ3qTkGaGytFoQKtbD/R+PejLMZYV6e92ynBJ8X5V8ePKh0cVn6w+Gykju6CVkfJs/pyXSzhpZqgcDAOaIyoLCejdJ5IMBoDPRLrZKcMPBTsFdDAtKr8s8HikjOyCVkbKs/lzd1WkmaHSGQ9ouqgsJaC3n4k3fJXPp3Je/rO/OHIf0NNxadWnqgdPRsr9LmhlpDzZK4MrzCetDJVfDwNa3adyAqyOgAJEElCASAIKEElAASIJKEAkAQWIJKAAkQQUIJKAAkQSUIBIAgoQSUABIgkoQCQBBYgkoK3ZXi8melgVcsJHuf79vydv8cFP79f1DV2VMvAxbkd/YKaPNb5d7P29zRx37f0nve2/0sDKxysloK15L6CbiMWJR3/69voRRP6UOz8+j37TGgLa79qRj8p88KRYAAFtzVsB3cWs7j7y068/lSToc7iDHuOjg7UVBPS0a8c+a3hb86far5uAtmY78lE4cwf00M9jJg4fpBByDBr0GB+VZuUB3W+ngU8lWSUBbc0SAroZfvjMLuzTzUIe44/PD37SygO6/6U5iV8mAW3NAgLaXT4a/Jht0El8yGPcPPpBaw+oQ9ClEtDWvAjo7vbzbneXVylPn0f/deQ7u3btzifmm+EnxN5lZXNdzOOHJQ7afM7FYNtPH2NvH+Yvpz98unpxYPCPRx7a9m4zw6+MbbH/2U8CevUvRn/o4Wf84z+OP+Oya48B3d08AIegCyWgrXka0PNHhp+m6/kL3b8ZBvT82cr9d+4D+v9OZbpcpzok4Dag3Sug9/UbxGh37NvVtp88xsFTu3xC/Kf+245fOf/jkYf2f+82c/2VkS32P+X3/3wU0Jt/MfZDT4/k38cCurn+3sH/N7AsAtqaZwE9z/vTzL98BH0XokFAB59Nf/zOzce/HP7xp+vr/F9+3Qd0v5Wxw6nN4LCwy9L1th8/xrNLgvff86/fxv7xyEO7OH3nzVfut3j+Kf/lQUBv/8XID90NvnIX0H+7e4a3x7oshIC25uY2puExYjfPD9N799Gf/G4uuTz89/k8+3QZaDv8zuMU7775y+kP3ZduA7obf81zeAL+5X7bDx/j/Q84Bqz77tM39f947KEdt3J4Ipek3n7laounf3x7mv34Md7/0O5nnB7g8WcMXgO9+d5+h9+/Mkp5AtqaJwG9lO34suTpfy5/OM3yfaEuZ8uHP11e19ydw9YfagYGtD/wPJ2J32770WO8emaDc+7jd/UP7/KP7x7a6bFtL627/srdFreDHz4a0Lt/cf9D73/GMKDX33vz5FgSAW3Nk4AOjnKO0/kSnO35VdAv/X9+uvy8/njx7kW6fT4eBHT0xs/t+SS6P7672vajx3hx+atL3/vHdXcd6/LQBketp2PS66/cbnFwmfz2/oFHj3Hshw5eC70L6PX3jj5ZlkFAW/P4NdDh62yH69j333uaxpf533/n8CuXH/ox5Qj0dAre/8/tth89xptvOP3N5YJU9003D2H40AbR7QN6/ZW7LfbtvdnO08c49kNvf8bIbUzDH3/zZFkIAW3N04DeHJvevfC2O78seP6L++O04RWSsYDeZmfwKLqv93fs3G770WO8+YbTFk61ORes/7u7hxYQ0OstDvo4fhvT/WN8VuXTHwV0lQS0NY8DOrh2/Dqgt9eHN1dJfRrQuxcvLz99//X9d/dXpcYCev8Yb77h9AgGAT0W7PbyeGhA77Y4yNp4QO8f49gPnR5Ql+EXSEBb8zSgN3M06gj0dAB2uEd8LKB394GeXu483EB/ejvmw4A+6kjAEejYQwsI6PUWXx6B3j9GR6DVEtDWPD2Fv7mzMuQ10L5+m+GVlf7HPAjo3bWX8wWo7u1Mp/fcPHwN9NFbcgJeAx17aAGn8KPXn2628/Qxeg20WgLamscBvX+H0NVtP/0tPbdX4Tenq/CX2+BPAdiNn8Lfvhd+d87a/hz+//Rn8HfbfvQYL66uwg/eufl18I/vH9qrgN5tcfCF8avw94/x2Q8duQo/FlBX4ZdJQFvz5J1IlwO0fr5ebgfqM/nsPtC7gJ5uFr8L6PUt4rvLf+z/xX89Lah0u+1Hj3HsmXWF/nT60+UhjD60VwG93+I5m6c76l/ux9EfevMzXgTUfaDLJKCteRLQw0uE/QuQ59vjD1/Y9Ek434E0fCfS4SuXw7/T9x5uOB3cxX69vdOWDtscZmJ47Djc9sPHeHbzTqTTm4UG70Qae2gvA3q3xVN9z1t5uR/Hf+j1z9hd7skdC6h3Ii2TgLbmdkX6wU3qV2/QPr/lcfjfxwvM4++FH5wdX4wH9OZOn8vfXg4d77b98DGend/K1P2Yf7lazuPyFqG7h/YyoPdbPH/h3x+8F/72X7z4oYcvnHbteEC9F36hBLQ1zwI6uAPnclI9/O/joeOX4V/847Qa0/kI6bSU0Md/+3b904c2lwcwuDgyvLx/s+3Hj3Hw1AarMe2GD+/0j0ce2uuA3m+x/9kBqzE9Pi2/Xo3psmvHA+ol0IUS0NY8DejprwdN2w0q2U/zT5e/GKwHeinfMR/nt4KOBvT8QK6vLV8viTzc9rPHeNnuYD3Qw6O4WpBz9KEFBPR+i/1ueLIe6NW/GP2h/Xqg58vr/c8cfwCbhzcfUJSAsiA/3lv2cnM5ZFzNPT9Bj9WK9EsloCzI9r1LJaeb8Jcf0MuNtGOrsNyxIP1SCSjL8Xb4tucLMssP6PnDT17/f4YD0MUSUBbi0ScdTbEvTfcDlh/Q4fvlQw5AXYJfKAFlIXbjV4am+fG5v7ty4QEd3Mb0up8/PrsHdKkElIW4eYNnpG2XzhUE9HRLVcDj/PnNm5AWS0ABIgkoQCQBBYgkoACRBBQgkoACRBJQgEgCChBJQAEiCShAJAEFiCSgAJEEFCCSgAJEElCASP8fyFMFB46IAyMAAAAASUVORK5CYII=" width="672" /></p>
<pre class="r"><code>### 5) Reproduce tables ----


# Recode variable names to nice formats
nice.varnames &lt;- &quot;'poll_change_lag'='Poll change$_{t-1}$';
'poly(electoral_cycle_cabinet, 2)1'='El. cycle';
'poly(electoral_cycle_cabinet, 2)2'='El. cycle$^2$';
'poly(electoral_cycle_cabinet, 3)1'='El. cycle';
'poly(electoral_cycle_cabinet, 3)2'='El. cycle$^2$';
'poly(electoral_cycle_cabinet, 3)3'='El. cycle$^3$';
'poly(electoral_cycle_planned, 3)1'='El. cycle (planned)';
'poly(electoral_cycle_planned, 3)2'='El. cycle$^2$ (planned)';
'poly(electoral_cycle_planned, 3)3'='El. cycle$^3$ (planned)';
'gdp_change_lag'='GDP Change';
'gdp_change_lag_stand'='GDP Change (standardized)';
'unemployment'='Unemployment';
'vote_share_last'='Party support at last election';
'single_party_cabinet1'='Single party gov.';
'minority_cabinet1'='Minority gov.';
'diss_pm'='PM diss. power';
'diss_gov'='Gov. diss. power';
'early_election_typeOpportunistic'='El. --  Opportunistic';
'early_election_typeRegular'='El. -- Regular';
'largest_government_party1'='Largest gov. party';
'I(elecyear - 1986)'='Election year - 1986';
'elecdecade1970'='Decade -- 1970s';
'elecdecade1980'='Decade -- 1980s';
'elecdecade1990'='Decade -- 1990s';
'elecdecade2000'='Decade -- 2000s';
'elecdecade2010'='Decade -- 2010s';
'exec_parties_4510'='Executive-parties dim.';
'fed_unit_4510'='Federal-unitary dim.'&quot;


# Code which makes sure that interaction terms
# are also recoded in to nice variable names
splitRecode &lt;- function(x, by=&quot;:&quot;, recodes) {
    if(length(x)&gt;1) {
        out &lt;- sapply(x, function(q) splitRecode(q, by=by, recodes=recodes))
        names(out) &lt;- NULL
        return(out)
    }
    y &lt;- unlist(strsplit(x, &quot;:&quot;))
    z &lt;- car::recode(y, nice.varnames)
    if(length(z)&gt;1) z &lt;- paste(z, collapse=&quot; $\\times$ &quot;)
    return(z)
}


## Tab A1: Descriptive Statistics

nice.names &lt;-c(&quot;Poll change&quot;,
               &quot;Poll change$_{t-1}$&quot;,
               &quot;Electoral cycle (planned)&quot;,
               &quot;Electoral cycle (cabinet)&quot;,
               &quot;Single party government&quot;,
               &quot;Largest government party&quot;,
               &quot;Minority government&quot;,
               &quot;GDP change&quot;,
               &quot;GDP change (standardized)&quot;,
               &quot;Election: Regular&quot;,
               &quot;Election: Failure&quot;,
               &quot;Election: Opportunistic&quot;,
               &quot;PM dissolution power&quot;,
               &quot;Government dissolution power&quot;,
               &quot;Party support at last election&quot;)


desc_table &lt;- dta_gov %&gt;%
    filter(electoral_cycle_planned &lt;= 1) %&gt;% 
    mutate(failure = as.numeric(failure),
           regular = as.numeric(regular),
           opportunistic = as.numeric(opportunistic),
           minority_cabinet = as.numeric(minority_cabinet),
           largest_government_party = as.numeric(largest_government_party),
           single_party_cabinet = as.numeric(single_party_cabinet)) %&gt;% 
    dplyr::select(poll_change,
                  poll_change_lag,
                  electoral_cycle_planned,
                  electoral_cycle_cabinet,
                  single_party_cabinet,
                  largest_government_party,
                  minority_cabinet,
                  gdp_change_lag,
                  gdp_change_lag_stand,
                  regular,
                  failure,
                  opportunistic,
                  diss_pm,
                  diss_gov,
                  vote_share_last) %&gt;%
    pastecs::stat.desc(., basic = TRUE) %&gt;%
    t() %&gt;%
    as.data.frame() %&gt;%
    tibble::rownames_to_column() %&gt;%
    tbl_df %&gt;%
    dplyr::select(rowname, nbr.val, mean, std.dev, min, median, max) %&gt;%
    dplyr::rename(Variable = rowname, N = nbr.val, Mean = mean, SD = std.dev,
                  Min = min, Median = median, Max = max) %&gt;%
    dplyr::mutate(Variable = nice.names)


print(desc_table)</code></pre>
<pre><code>## # A tibble: 15 x 7
##    Variable                       N    Mean     SD       Min  Median   Max
##    &lt;chr&gt;                      &lt;dbl&gt;   &lt;dbl&gt;  &lt;dbl&gt;     &lt;dbl&gt;   &lt;dbl&gt; &lt;dbl&gt;
##  1 Poll change                25239  -3.52   6.18   -3.44e+1  -2.69   23.7
##  2 Poll change$_{t-1}$        25095  -3.51   6.16   -3.44e+1  -2.65   23.7
##  3 Electoral cycle (planned)  25333   0.520  0.283   6.84e-4   0.515   1  
##  4 Electoral cycle (cabinet)  25333   0.554  0.297   5.49e-4   0.573   1  
##  5 Single party government    25333   1.31   0.464   1.00e+0   1       2  
##  6 Largest government party   25333   1.68   0.465   1.00e+0   2       2  
##  7 Minority government        22884   1.16   0.370   1.00e+0   1       2  
##  8 GDP change                 25023   0.531  1.15   -7.61e+0   0.587  21.6
##  9 GDP change (standardized)  25023   0.561  0.252   0.        0.600   1  
## 10 Election: Regular          25333   1.70   0.460   1.00e+0   2       2  
## 11 Election: Failure          25333   1.13   0.331   1.00e+0   1       2  
## 12 Election: Opportunistic    25333   1.18   0.384   1.00e+0   1       2  
## 13 PM dissolution power       25333   3.55   4.28    0.        2.5    10  
## 14 Government dissolution po~ 25333   1.76   3.40    0.        0       8.5
## 15 Party support at last ele~ 25239  31.2   12.8     3.40e+0  35.4    53.7</code></pre>
<pre class="r"><code># xtable::print.xtable(xtable::xtable(desc_table, 
#                                     digits=c(NA, NA, 0, rep(2, 5)),
#                                     caption=&quot;Descriptive statistics.&quot;,
#                                     label=&quot;tab:descriptives&quot;),
#                      type=&quot;latex&quot;,
#                      #file=&quot;descriptives.tex&quot;,
#                      size = &quot;footnotesize&quot;,
#                      html.table.attributes = &quot;border=0&quot;,
#                      include.rownames=FALSE,
#                      sanitize.text.function=as.character,
#                      caption.placement=&quot;top&quot;)


## Table A2: Cases included in the analysis ----

summary_data &lt;- dta_gov %&gt;% 
    dplyr::filter(!is.na(gdp_change_lag),
                  !is.na(poll_change_lag)) %&gt;%
    dplyr::group_by(country) %&gt;%
    dplyr::summarise(`Electoral Cycles`=length(unique(election_id)),
                     `Mean Polls Per Cycle`=length(unique(poll_id)) / length(unique(election_id)),
                     `Date of First Poll`=format(min(polldate), &quot;%d-%m-%Y&quot;),
                     `Date of Last Poll`=format(max(polldate), &quot;%d-%m-%Y&quot;)) %&gt;%
    dplyr::rename(Country=country)

print(summary_data)</code></pre>
<pre><code>## # A tibble: 22 x 5
##    Country `Electoral Cycles` `Mean Polls Per Cycle` `Date of First Poll`
##    &lt;fct&gt;                &lt;int&gt;                  &lt;dbl&gt; &lt;chr&gt;               
##  1 2                       21                   62.8 09-12-1960          
##  2 3                        3                   90.3 15-07-2006          
##  3 6                       18                   77.3 16-07-1961          
##  4 13                       1                   14   15-02-2010          
##  5 15                      15                  206.  15-07-1960          
##  6 16                       4                   66.5 15-01-2007          
##  7 17                       1                   51   31-01-2012          
##  8 18                      12                   44.3 28-02-1975          
##  9 19                       1                  201   17-01-2012          
## 10 20                       5                   36   09-05-1998          
## # ... with 12 more rows, and 1 more variable: `Date of Last Poll` &lt;chr&gt;</code></pre>
<pre class="r"><code># xtable::print.xtable(xtable::xtable(summary_data, 
#                                     digits=c(NA, NA, 0, 1, NA, NA),
#                                     caption=&quot;Cases included in the analysis&quot;,
#                                     label=&quot;tab:summarydata&quot;,
#                                     align=&quot;llp{.15\\textwidth}p{.15\\textwidth}p{.15\\textwidth}p{.15\\textwidth}&quot;),
#                      type=&quot;latex&quot;,
#                      #file=&quot;summarydata.tex&quot;,
#                      include.rownames=FALSE,
#                      sanitize.text.function=as.character,
#                      caption.placement=&quot;top&quot;)


### Regression models for models directly used in the paper

## Table A3 ----

screenreg(c(reg_base, reg_single_party_gov, reg_pm_diss),
       custom.coef.names = splitRecode(rownames(aggregate.matrix(
           lapply(c(reg_base, reg_single_party_gov, reg_pm_diss), extract))),
           by=&quot;:&quot;, recodes=nice.varnames),
       single.row = TRUE,
       include.aic=FALSE, include.bic=FALSE, include.variance=FALSE,
       custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;, 
                            &quot;N (Parties)&quot;, &quot;N (Countries)&quot;))</code></pre>
<pre><code>## 
## ==========================================================================================================
##                                           Model 1               Model 2               Model 3             
## ----------------------------------------------------------------------------------------------------------
## (Intercept)                                    1.59 (1.10)           1.84 (1.15)           1.25 (1.07)    
## El. cycle                                   -146.92 (3.34) ***    -123.79 (3.98) ***    -104.63 (4.34) ***
## El. cycle$^2$                                108.30 (3.24) ***      58.72 (3.88) ***      58.54 (4.18) ***
## El. cycle$^3$                                -12.55 (3.21) ***     -23.70 (3.81) ***     -23.94 (4.11) ***
## GDP Change                                     0.01 (0.02)           0.03 (0.02)           0.04 (0.02)    
## Party support at last election                -0.13 (0.03) ***      -0.16 (0.04) ***      -0.16 (0.03) ***
## Election year - 1986                          -0.07 (0.02) **       -0.06 (0.02) **       -0.06 (0.02) ** 
## Single party gov.                                                    1.56 (0.96)                          
## El. cycle $\times$ Single party gov.                              -104.23 (7.19) ***                      
## El. cycle$^2$ $\times$ Single party gov.                           169.79 (6.95) ***                      
## El. cycle$^3$ $\times$ Single party gov.                            15.50 (6.88) *                        
## PM diss. power                                                                             0.31 (0.11) ** 
## El. cycle $\times$ PM diss. power                                                        -12.95 (0.78) ***
## El. cycle$^2$ $\times$ PM diss. power                                                     14.77 (0.75) ***
## El. cycle$^3$ $\times$ PM diss. power                                                      2.35 (0.75) ** 
## ----------------------------------------------------------------------------------------------------------
## Log Likelihood                            -65745.91             -65344.40             -65411.81           
## N                                          25328                 25328                 25328              
## N (Party-Elections)                          232                   232                   232              
## N (Parties)                                   62                    62                    62              
## N (Countries)                                 22                    22                    22              
## ==========================================================================================================
## *** p &lt; 0.001, ** p &lt; 0.01, * p &lt; 0.05</code></pre>
<pre class="r"><code># texreg(c(reg_base, reg_single_party_gov, reg_pm_diss),
#        custom.coef.names = splitRecode(rownames(aggregate.matrix(
#            lapply(c(reg_base, reg_single_party_gov, reg_pm_diss), extract))),
#            by=&quot;:&quot;, recodes=nice.varnames),
#        single.row = TRUE,
#        include.aic=FALSE, include.bic=FALSE, include.variance=FALSE,
#        custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;, &quot;N (Parties)&quot;, &quot;N (Countries)&quot;),
#        #file=&quot;regressions_basic_paper_1-3.tex&quot;,
#        label = &quot;table:m1-3&quot;,
#        float.pos = &quot;h&quot;,
#        longtable=FALSE, use.packages=FALSE,
#        custom.model.names=paste(&quot;Model&quot;, 1:3),
#        custom.note = &quot;%stars&quot;,
#        fontsize = &quot;scriptsize&quot;,
#        caption.above= TRUE, caption= &quot;Multilevel linear regression models of change in party support 
#        (coefficients with standard errors in parentheses).&quot;)

### Table A4 ----

screenreg(c(model_decades),
       custom.coef.names = splitRecode(rownames(aggregate.matrix(
           lapply(c(model_decades), extract))),
           by=&quot;:&quot;, recodes=nice.varnames),
       single.row = TRUE,
       no.space=TRUE,
       include.aic=FALSE, include.bic=FALSE, include.variance=FALSE,
       custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;, 
                            &quot;N (Parties)&quot;, &quot;N (Countries)&quot;))</code></pre>
<pre><code>## 
## =============================================================
##                                         Model 1              
## -------------------------------------------------------------
## (Intercept)                                  1.61  (1.45)    
## El. cycle                                  -37.34 (16.88) *  
## El. cycle$^2$                              133.18 (16.61) ***
## El. cycle$^3$                               65.67 (16.29) ***
## Decade -- 1970s                             -0.38  (1.15)    
## Decade -- 1980s                             -1.08  (1.17)    
## Decade -- 1990s                             -2.80  (1.28) *  
## Decade -- 2000s                             -0.79  (1.24)    
## Decade -- 2010s                             -1.28  (1.42)    
## GDP Change                                   0.07  (0.02) ** 
## Party support at last election              -0.08  (0.03) *  
## El. cycle $\times$ Decade -- 1970s         -32.73 (20.24)    
## El. cycle$^2$ $\times$ Decade -- 1970s     -43.48 (19.84) *  
## El. cycle$^3$ $\times$ Decade -- 1970s     -75.52 (19.38) ***
## El. cycle $\times$ Decade -- 1980s         -13.72 (18.96)    
## El. cycle$^2$ $\times$ Decade -- 1980s      46.13 (18.69) *  
## El. cycle$^3$ $\times$ Decade -- 1980s     -15.99 (18.36)    
## El. cycle $\times$ Decade -- 1990s        -171.52 (18.68) ***
## El. cycle$^2$ $\times$ Decade -- 1990s      36.88 (18.37) *  
## El. cycle$^3$ $\times$ Decade -- 1990s     -57.79 (18.05) ** 
## El. cycle $\times$ Decade -- 2000s         -60.29 (17.89) ***
## El. cycle$^2$ $\times$ Decade -- 2000s    -108.68 (17.55) ***
## El. cycle$^3$ $\times$ Decade -- 2000s     -93.27 (17.23) ***
## El. cycle $\times$ Decade -- 2010s         -94.10 (17.83) ***
## El. cycle$^2$ $\times$ Decade -- 2010s     -16.77 (17.57)    
## El. cycle$^3$ $\times$ Decade -- 2010s    -106.98 (17.26) ***
## -------------------------------------------------------------
## Log Likelihood                          -49977.15            
## N                                        19624               
## N (Party-Elections)                        151               
## N (Parties)                                 28               
## N (Countries)                                7               
## =============================================================
## *** p &lt; 0.001, ** p &lt; 0.01, * p &lt; 0.05</code></pre>
<pre class="r"><code># texreg(c(model_decades),
#        custom.coef.names = splitRecode(rownames(aggregate.matrix(
#            lapply(c(model_decades), extract))),
#            by=&quot;:&quot;, recodes=nice.varnames),
#        single.row = TRUE,
#        no.space=TRUE,
#        include.aic=FALSE, include.bic=FALSE, include.variance=FALSE,
#        custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;, &quot;N (Parties)&quot;, &quot;N (Countries)&quot;),
#        #file=&quot;regressions_basic_paper_4.tex&quot;,
#        label = &quot;table:m4&quot;,
#        float.pos = &quot;h&quot;,
#        longtable=FALSE, use.packages=FALSE,
#        custom.model.names=paste(&quot;Model&quot;, 4),
#        custom.note = &quot;%stars&quot;,
#        fontsize = &quot;scriptsize&quot;,
#        caption.above= TRUE, caption= &quot;Multilevel linear regression models of change in party support 
#        (coefficients with standard errors in parentheses).&quot;)


## Note: Tables A5, A6, and A7 are part of the file models_plots_tables_nlme.R


## Table A8 ----

screenreg(c(reg_min_gov, reg_largest_gov_party),
       custom.coef.names = splitRecode(rownames(aggregate.matrix(
           lapply(c(reg_min_gov, reg_largest_gov_party), extract))),
           by=&quot;:&quot;, recodes=nice.varnames),
       single.row = F,
       include.aic = FALSE, include.bic = FALSE, include.variance = FALSE,
       custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;,
                            &quot;N (Parties)&quot;, &quot;N (Countries)&quot;))</code></pre>
<pre><code>## 
## =======================================================================
##                                            Model 1        Model 2      
## -----------------------------------------------------------------------
## (Intercept)                                     1.31          -0.15    
##                                                (1.18)         (1.36)   
## El. cycle                                    -123.98 ***    -110.80 ***
##                                                (4.04)         (4.24)   
## El. cycle$^2$                                 106.85 ***      26.35 ***
##                                                (3.80)         (4.14)   
## El. cycle$^3$                                 -25.80 ***     -10.36 *  
##                                                (3.77)         (4.10)   
## GDP Change                                      0.10 ***      -0.06 ** 
##                                                (0.02)         (0.02)   
## Party support at last election                 -0.13 ***      -0.17 ***
##                                                (0.03)         (0.05)   
## Election year - 1986                           -0.07 **       -0.09 ***
##                                                (0.02)         (0.02)   
## Minority gov.                                   0.61                   
##                                                (0.36)                  
## El. cycle $\times$ Minority gov.              -25.15 *                 
##                                               (10.25)                  
## El. cycle$^2$ $\times$ Minority gov.           -9.50                   
##                                                (9.53)                  
## El. cycle$^3$ $\times$ Minority gov.           38.56 ***               
##                                                (9.34)                  
## Largest gov. party                                             3.42 ** 
##                                                               (1.20)   
## El. cycle $\times$ Largest gov. party                          7.75    
##                                                               (5.75)   
## El. cycle$^2$ $\times$ Largest gov. party                     44.23 ***
##                                                               (5.60)   
## El. cycle$^3$ $\times$ Largest gov. party                    -17.09 ** 
##                                                               (5.53)   
## -----------------------------------------------------------------------
## Log Likelihood                             -59431.04      -42723.80    
## N                                           22767          17530       
## N (Party-Elections)                           229            142       
## N (Parties)                                    61             48       
## N (Countries)                                  22             17       
## =======================================================================
## *** p &lt; 0.001, ** p &lt; 0.01, * p &lt; 0.05</code></pre>
<pre class="r"><code># texreg(c(reg_min_gov, reg_largest_gov_party),
#        custom.coef.names = splitRecode(rownames(aggregate.matrix(
#            lapply(c(reg_min_gov, reg_largest_gov_party), extract))),
#            by=&quot;:&quot;, recodes=nice.varnames),
#        single.row = F,
#        include.aic = FALSE, include.bic = FALSE, include.variance = FALSE,
#        custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;, &quot;N (Parties)&quot;, &quot;N (Countries)&quot;),
#        #file=&quot;regressions_app_1-2.tex&quot;,
#        label = &quot;table:app1-2&quot;,
#        float.pos = &quot;h&quot;,
#        longtable = FALSE, use.packages = FALSE,
#        custom.model.names=paste0(&quot;Model A&quot;, 1:2),
#        custom.note = &quot;%stars&quot;,
#        fontsize = &quot;scriptsize&quot;,
#        caption.above = TRUE, caption = &quot;Multilevel linear regression models of change in party support 
#        (coefficients with standard errors in parentheses).&quot;)


## Table A9 ----

screenreg(c(reg_lijphart, reg_gov_diss),
       custom.coef.names = splitRecode(rownames(aggregate.matrix(
           lapply(c(reg_lijphart, reg_gov_diss), extract))),
           by=&quot;:&quot;, recodes = nice.varnames),
       single.row = TRUE,
       include.aic = FALSE, include.bic = FALSE, include.variance = FALSE,
       custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;, 
                            &quot;N (Parties)&quot;, &quot;N (Countries)&quot;))</code></pre>
<pre><code>## 
## =========================================================================================
##                                                Model 1               Model 2             
## -----------------------------------------------------------------------------------------
## (Intercept)                                         2.55 (1.47)           2.51 (1.23) *  
## El. cycle                                        -171.07 (3.37) ***    -157.49 (3.73) ***
## El. cycle$^2$                                     129.73 (3.28) ***     118.64 (3.64) ***
## El. cycle$^3$                                     -17.76 (3.26) ***     -17.96 (3.62) ***
## GDP Change                                          0.04 (0.02) *         0.01 (0.02)    
## Party support at last election                     -0.16 (0.04) ***      -0.15 (0.03) ***
## Election year - 1986                               -0.07 (0.02) **       -0.07 (0.02) ** 
## Executive-parties dim.                             -0.72 (0.74)                          
## Federal-unitary dim.                                0.13 (0.48)                          
## El. cycle $\times$ Executive-parties dim.          79.58 (3.79) ***                      
## El. cycle$^2$ $\times$ Executive-parties dim.     -80.95 (3.62) ***                      
## El. cycle$^3$ $\times$ Executive-parties dim.      -2.58 (3.59)                          
## El. cycle $\times$ Federal-unitary dim.            20.51 (2.48) ***                      
## El. cycle$^2$ $\times$ Federal-unitary dim.       -13.12 (2.41) ***                      
## El. cycle$^3$ $\times$ Federal-unitary dim.        -7.00 (2.39) **                       
## Gov. diss. power                                                         -0.23 (0.14)    
## El. cycle $\times$ Gov. diss. power                                       5.86 (1.01) ***
## El. cycle$^2$ $\times$ Gov. diss. power                                  -5.11 (0.95) ***
## El. cycle$^3$ $\times$ Gov. diss. power                                   2.42 (0.93) ** 
## -----------------------------------------------------------------------------------------
## Log Likelihood                                 -64305.52             -65702.82           
## N                                               25090                 25328              
## N (Party-Elections)                               228                   232              
## N (Parties)                                        58                    62              
## N (Countries)                                      19                    22              
## =========================================================================================
## *** p &lt; 0.001, ** p &lt; 0.01, * p &lt; 0.05</code></pre>
<pre class="r"><code># texreg(c(reg_lijphart, reg_gov_diss),
#        custom.coef.names = splitRecode(rownames(aggregate.matrix(
#            lapply(c(reg_lijphart, reg_gov_diss), extract))),
#            by=&quot;:&quot;, recodes = nice.varnames),
#        single.row = TRUE,
#        include.aic = FALSE, include.bic = FALSE, include.variance = FALSE,
#        custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;, &quot;N (Parties)&quot;, &quot;N (Countries)&quot;),
#        #file=&quot;regressions_app_3-4.tex&quot;,
#        label = &quot;table:app3-4&quot;,
#        float.pos = &quot;h&quot;,
#        longtable = FALSE, use.packages = FALSE,
#        custom.model.names = paste0(&quot;Model A&quot;, 3:4),
#        custom.note = &quot;%stars&quot;,
#        fontsize = &quot;scriptsize&quot;,
#        caption.above = TRUE, caption = &quot;Multilevel linear regression models of change in party support
#        (coefficients with standard errors in parentheses).&quot;)


## Table A10 ----

screenreg(c(reg_combined, reg_combined_subset),
       custom.coef.names = splitRecode(rownames(aggregate.matrix(
           lapply(c(reg_combined, reg_combined_subset), extract))),
           by=&quot;:&quot;, recodes = nice.varnames),
       single.row = FALSE,
       include.aic = FALSE, include.bic = FALSE, include.variance = FALSE,
       custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;, 
                            &quot;N (Parties)&quot;, &quot;N (Countries)&quot;))</code></pre>
<pre><code>## 
## ======================================================================
##                                           Model 1        Model 2      
## ----------------------------------------------------------------------
## (Intercept)                                    1.50           1.23    
##                                               (1.09)         (1.09)   
## El. cycle                                   -106.40 ***    -103.52 ***
##                                               (4.39)         (4.36)   
## El. cycle$^2$                                 47.15 ***      52.14 ***
##                                               (4.25)         (4.28)   
## El. cycle$^3$                                -29.33 ***     -24.02 ***
##                                               (4.17)         (4.21)   
## GDP Change                                     0.04 *         0.04 *  
##                                               (0.02)         (0.02)   
## Party support at last election                -0.18 ***      -0.16 ***
##                                               (0.04)         (0.04)   
## Election year - 1986                          -0.06 *        -0.05 *  
##                                               (0.02)         (0.02)   
## PM diss. power                                 0.29 **        0.25 *  
##                                               (0.11)         (0.11)   
## Single party gov.                              1.06           0.55    
##                                               (0.95)         (0.96)   
## El. cycle $\times$ PM diss. power             -9.31 ***      -9.54 ***
##                                               (0.95)         (0.95)   
## El. cycle$^2$ $\times$ PM diss. power          6.47 ***       6.09 ***
##                                               (0.92)         (0.92)   
## El. cycle$^3$ $\times$ PM diss. power          2.51 **        2.09 *  
##                                               (0.91)         (0.92)   
## El. cycle $\times$ Single party gov.         -51.29 ***     -54.65 ***
##                                               (8.87)         (8.82)   
## El. cycle$^2$ $\times$ Single party gov.     133.38 ***     130.47 ***
##                                               (8.49)         (8.56)   
## El. cycle$^3$ $\times$ Single party gov.       4.37           1.95    
##                                               (8.35)         (8.51)   
## ----------------------------------------------------------------------
## Log Likelihood                            -65266.35      -63782.26    
## N                                          25328          24763       
## N (Party-Elections)                          232            221       
## N (Parties)                                   62             52       
## N (Countries)                                 22             15       
## ======================================================================
## *** p &lt; 0.001, ** p &lt; 0.01, * p &lt; 0.05</code></pre>
<pre class="r"><code># texreg(c(reg_combined, reg_combined_subset),
#        custom.coef.names = splitRecode(rownames(aggregate.matrix(
#            lapply(c(reg_combined, reg_combined_subset), extract))),
#            by=&quot;:&quot;, recodes = nice.varnames),
#        single.row = FALSE,
#        include.aic = FALSE, include.bic = FALSE, include.variance = FALSE,
#        custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;, &quot;N (Parties)&quot;, &quot;N (Countries)&quot;),
#        #file=&quot;regressions_app_5-6.tex&quot;,
#        label = &quot;table:app5-6&quot;,
#        float.pos = &quot;h&quot;,
#        longtable = FALSE, use.packages = FALSE,
#        custom.model.names=paste0(&quot;Model A&quot;, 5:6),
#        custom.note = &quot;%stars&quot;,
#        fontsize = &quot;scriptsize&quot;,
#        caption.above= TRUE, caption = &quot;Multilevel linear regression models of change in party support 
#        (coefficients with standard errors in parentheses). Model 6 only includes countries with data for at least three cycles.&quot;)


## Table A11 ----

screenreg(c(reg_base, reg_base_lag, reg_base_percentage),
       custom.coef.names = splitRecode(rownames(aggregate.matrix(
           lapply(c(reg_base, reg_base_lag, reg_base_percentage), extract))),
           by=&quot;:&quot;, recodes=nice.varnames),
       single.row = TRUE,
       include.aic = FALSE, include.bic = FALSE, include.variance = FALSE,
       custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;, 
                            &quot;N (Parties)&quot;, &quot;N (Countries)&quot;))</code></pre>
<pre><code>## 
## ================================================================================================
##                                 Model 1               Model 2               Model 3             
## ------------------------------------------------------------------------------------------------
## (Intercept)                          1.59 (1.10)           0.62 (0.41)          -0.64 (1.50)    
## El. cycle                         -146.92 (3.34) ***     -43.55 (2.59) ***    -133.69 (3.56) ***
## El. cycle$^2$                      108.30 (3.24) ***      36.00 (2.47) ***      94.93 (3.45) ***
## El. cycle$^3$                      -12.55 (3.21) ***      -4.65 (2.40)         -16.63 (3.41) ***
## GDP Change                           0.01 (0.02)           0.01 (0.01)          -0.00 (0.02)    
## Party support at last election      -0.13 (0.03) ***      -0.05 (0.01) ***      -0.10 (0.04) *  
## Election year - 1986                -0.07 (0.02) **       -0.02 (0.01) **       -0.07 (0.02) ***
## Poll change$_{t-1}$                                        0.67 (0.00) ***                      
## ------------------------------------------------------------------------------------------------
## Log Likelihood                  -65745.91             -57922.56             -67132.56           
## N                                25328                 25203                 25328              
## N (Party-Elections)                232                   230                   232              
## N (Parties)                         62                    62                    62              
## N (Countries)                       22                    22                    22              
## ================================================================================================
## *** p &lt; 0.001, ** p &lt; 0.01, * p &lt; 0.05</code></pre>
<pre class="r"><code># texreg(c(reg_base, reg_base_lag, reg_base_percentage),
#        custom.coef.names = splitRecode(rownames(aggregate.matrix(
#            lapply(c(reg_base, reg_base_lag, reg_base_percentage), extract))),
#            by=&quot;:&quot;, recodes=nice.varnames),
#        single.row = TRUE,
#        include.aic = FALSE, include.bic = FALSE, include.variance = FALSE,
#        custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;, &quot;N (Parties)&quot;, &quot;N (Countries)&quot;),
#        #file=&quot;regressions_app_7-9.tex&quot;,
#        label = &quot;table:app7-9&quot;,
#        float.pos = &quot;h&quot;,
#        longtable = FALSE, use.packages=FALSE,
#        custom.model.names = paste0(&quot;Model A&quot;, 7:9),
#        custom.note = &quot;%stars&quot;,
#        fontsize = &quot;scriptsize&quot;,
#        caption.above = TRUE, caption = &quot;Multilevel linear regression models of change in party support 
#        (coefficients with standard errors in parentheses). 
#        Model A7 replicates Model 1, Model A8 adds the lagged DV, Model A9 uses the percentage change of a polling result compared to the previous election.&quot;)

## Table A12 ----

screenreg(c(reg_combined_gdp, reg_combined_gdp_stand),
       custom.coef.names = splitRecode(rownames(aggregate.matrix(
           lapply(c(reg_combined_gdp, reg_combined_gdp_stand), extract))),
           by=&quot;:&quot;, recodes=nice.varnames),
       single.row = TRUE,
       include.aic = FALSE, include.bic = FALSE, include.variance = FALSE,
       custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;, &quot;N (Parties)&quot;, &quot;N (Countries)&quot;))</code></pre>
<pre><code>## 
## =============================================================================================
##                                                   Model 1               Model 2              
## ---------------------------------------------------------------------------------------------
## (Intercept)                                            1.47 (1.09)           1.32  (1.10)    
## El. cycle                                           -113.20 (4.71) ***    -108.92  (9.31) ***
## El. cycle$^2$                                         34.96 (4.62) ***      51.84  (8.82) ***
## El. cycle$^3$                                        -37.36 (4.53) ***     -45.88  (8.79) ***
## GDP Change                                             0.04 (0.02) *        -0.03  (0.03)    
## Party support at last election                        -0.18 (0.04) ***      -0.18  (0.04) ***
## Election year - 1986                                  -0.06 (0.02) **       -0.06  (0.02) ** 
## PM diss. power                                         0.29 (0.11) **        0.29  (0.11) ** 
## Single party gov.                                      1.03 (0.95)           1.05  (0.95)    
## El. cycle $\times$ GDP Change                         13.27 (3.25) ***                       
## El. cycle$^2$ $\times$ GDP Change                     25.86 (3.45) ***                       
## El. cycle$^3$ $\times$ GDP Change                     17.00 (3.26) ***                       
## El. cycle $\times$ PM diss. power                     -9.81 (0.96) ***      -9.23  (0.96) ***
## El. cycle$^2$ $\times$ PM diss. power                  5.59 (0.92) ***       6.47  (0.92) ***
## El. cycle$^3$ $\times$ PM diss. power                  1.85 (0.91) *         2.48  (0.91) ** 
## El. cycle $\times$ Single party gov.                 -49.87 (8.87) ***     -51.45  (8.89) ***
## El. cycle$^2$ $\times$ Single party gov.             135.10 (8.49) ***     132.48  (8.53) ***
## El. cycle$^3$ $\times$ Single party gov.               5.51 (8.36)           4.19  (8.37)    
## GDP Change (standardized)                                                    0.40  (0.15) ** 
## El. cycle $\times$ GDP Change (standardized)                                 1.62 (14.22)    
## El. cycle$^2$ $\times$ GDP Change (standardized)                            -7.05 (13.36)    
## El. cycle$^3$ $\times$ GDP Change (standardized)                            29.96 (13.57) *  
## ---------------------------------------------------------------------------------------------
## Log Likelihood                                    -65210.74             -65250.34            
## N                                                  25328                 25328               
## N (Party-Elections)                                  232                   232               
## N (Parties)                                           62                    62               
## N (Countries)                                         22                    22               
## =============================================================================================
## *** p &lt; 0.001, ** p &lt; 0.01, * p &lt; 0.05</code></pre>
<pre class="r"><code># texreg(c(reg_combined_gdp, reg_combined_gdp_stand),
#        custom.coef.names = splitRecode(rownames(aggregate.matrix(
#            lapply(c(reg_combined_gdp, reg_combined_gdp_stand), extract))),
#            by=&quot;:&quot;, recodes=nice.varnames),
#        single.row = TRUE,
#        include.aic = FALSE, include.bic = FALSE, include.variance = FALSE,
#        custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;, &quot;N (Parties)&quot;, &quot;N (Countries)&quot;),
#        #file=&quot;regressions_app_10-11.tex&quot;,
#        label = &quot;table:m1-3&quot;,
#        float.pos = &quot;h&quot;,
#        longtable = FALSE, use.packages = FALSE,
#        custom.model.names = paste0(&quot;Model A&quot;, 10:11),
#        custom.note = &quot;%stars&quot;,
#        fontsize = &quot;scriptsize&quot;,
#        caption.above= TRUE, caption= &quot;Multilevel linear regression models of change in party support 
#        (coefficients with standard errors in parentheses). 
#        Model A10 adds interaction of GDP Change and El. cycle to Model A5, Model A11 uses a measure of GDP change which is standardized by country and decade.&quot;)


## Table A13 ----

screenreg(c(reg_combined_elec_type, reg_combined, reg_combined_actual_cycle),
       custom.coef.names = splitRecode(rownames(aggregate.matrix(
           lapply(c(reg_combined_elec_type, reg_combined, reg_combined_actual_cycle), extract))),
           by=&quot;:&quot;, recodes=nice.varnames),
       single.row = TRUE,
       include.aic = FALSE, include.bic = FALSE, include.variance = FALSE,
       custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;, 
                            &quot;N (Parties)&quot;, &quot;N (Countries)&quot;))</code></pre>
<pre><code>## 
## =====================================================================================================================
##                                                     Model 1                Model 2               Model 3             
## ---------------------------------------------------------------------------------------------------------------------
## (Intercept)                                              1.33  (1.23)           1.50 (1.09)           1.12 (1.10)    
## El. cycle                                             -127.84 (10.99) ***    -106.40 (4.39) ***                      
## El. cycle$^2$                                          -61.78 (10.47) ***      47.15 (4.25) ***                      
## El. cycle$^3$                                          -45.28 (10.13) ***     -29.33 (4.17) ***                      
## El. --  Opportunistic                                    1.43  (0.99)                                                
## El. -- Regular                                           0.36  (0.84)                                                
## Single party gov.                                        1.01  (0.95)           1.06 (0.95)           0.68 (0.94)    
## GDP Change                                               0.03  (0.02)           0.04 (0.02) *         0.05 (0.02) *  
## Party support at last election                          -0.19  (0.04) ***      -0.18 (0.04) ***      -0.17 (0.04) ***
## Election year - 1986                                    -0.05  (0.02) *        -0.06 (0.02) *        -0.04 (0.02) *  
## PM diss. power                                           0.26  (0.11) *         0.29 (0.11) **        0.25 (0.11) *  
## El. cycle $\times$ El. --  Opportunistic                19.42 (12.76)                                                
## El. cycle$^2$ $\times$ El. --  Opportunistic           163.31 (12.16) ***                                            
## El. cycle$^3$ $\times$ El. --  Opportunistic            58.47 (12.05) ***                                            
## El. cycle $\times$ El. -- Regular                       24.91 (10.95) *                                              
## El. cycle$^2$ $\times$ El. -- Regular                  114.54 (10.44) ***                                            
## El. cycle$^3$ $\times$ El. -- Regular                   15.57 (10.17)                                                
## El. cycle $\times$ PM diss. power                       -9.20  (0.98) ***      -9.31 (0.95) ***                      
## El. cycle$^2$ $\times$ PM diss. power                    5.81  (0.95) ***       6.47 (0.92) ***                      
## El. cycle$^3$ $\times$ PM diss. power                    1.53  (0.94)           2.51 (0.91) **                       
## El. cycle $\times$ Single party gov.                   -49.14  (8.97) ***     -51.29 (8.87) ***                      
## El. cycle$^2$ $\times$ Single party gov.               143.55  (8.59) ***     133.38 (8.49) ***                      
## El. cycle$^3$ $\times$ Single party gov.                 3.26  (8.43)           4.37 (8.35)                          
## El. cycle (planned)                                                                                -115.53 (4.47) ***
## El. cycle$^2$ (planned)                                                                              44.03 (4.31) ***
## El. cycle$^3$ (planned)                                                                             -24.69 (4.24) ***
## El. cycle (planned) $\times$ PM diss. power                                                          -6.60 (1.03) ***
## El. cycle$^2$ (planned) $\times$ PM diss. power                                                      11.17 (0.94) ***
## El. cycle$^3$ (planned) $\times$ PM diss. power                                                       1.29 (0.92)    
## El. cycle (planned) $\times$ Single party gov.                                                      -48.21 (9.54) ***
## El. cycle$^2$ (planned) $\times$ Single party gov.                                                   55.90 (8.55) ***
## El. cycle$^3$ (planned) $\times$ Single party gov.                                                  -12.00 (8.31)    
## ---------------------------------------------------------------------------------------------------------------------
## Log Likelihood                                      -65129.41              -65266.35             -64382.21           
## N                                                    25328                  25328                 24929              
## N (Party-Elections)                                    232                    232                   232              
## N (Parties)                                             62                     62                    62              
## N (Countries)                                           22                     22                    22              
## =====================================================================================================================
## *** p &lt; 0.001, ** p &lt; 0.01, * p &lt; 0.05</code></pre>
<pre class="r"><code># texreg(c(reg_combined_elec_type, reg_combined, reg_combined_actual_cycle),
#        custom.coef.names = splitRecode(rownames(aggregate.matrix(
#            lapply(c(reg_combined_elec_type, reg_combined, reg_combined_actual_cycle), extract))),
#            by=&quot;:&quot;, recodes=nice.varnames),
#        single.row = TRUE,
#        include.aic = FALSE, include.bic = FALSE, include.variance = FALSE,
#        custom.gof.names = c(NA, &quot;N&quot;, &quot;N (Party-Elections)&quot;, &quot;N (Parties)&quot;, &quot;N (Countries)&quot;),
#        #file=&quot;regressions_app_12-14.tex&quot;,
#        label = &quot;table:m11-13&quot;,
#        float.pos = &quot;h&quot;,
#        longtable=FALSE, use.packages=FALSE,
#        custom.model.names = paste0(&quot;Model A&quot;, 12:14),
#        custom.note = &quot;%stars&quot;,
#        fontsize = &quot;scriptsize&quot;,
#        caption.above= TRUE, caption= &quot;Multilevel linear regression models of change in party support 
#        (coefficients with standard errors in parentheses). 
#        Model A12 includes the type of election, 
#        Model A13 reproduces Model A5 to compare the coefficients to Model A14 that uses the planned length of the electoral cycle for each country.&quot;)</code></pre>




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